{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 导入数据集"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- User ID          用户ID\n",
    "- Product ID       产品ID\n",
    "- Product Name     产品名称\n",
    "- Brand            品牌\n",
    "- Category         分类\n",
    "- Price            价格\n",
    "- Rating           评分\n",
    "- Color            颜色\n",
    "- Size             尺寸"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>User ID</th>\n",
       "      <th>Product ID</th>\n",
       "      <th>Product Name</th>\n",
       "      <th>Brand</th>\n",
       "      <th>Category</th>\n",
       "      <th>Price</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Color</th>\n",
       "      <th>Size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>Dress</td>\n",
       "      <td>Adidas</td>\n",
       "      <td>Men's Fashion</td>\n",
       "      <td>40</td>\n",
       "      <td>1.043159</td>\n",
       "      <td>Black</td>\n",
       "      <td>XL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>97</td>\n",
       "      <td>2</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>H&amp;M</td>\n",
       "      <td>Women's Fashion</td>\n",
       "      <td>82</td>\n",
       "      <td>4.026416</td>\n",
       "      <td>Black</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>Dress</td>\n",
       "      <td>Adidas</td>\n",
       "      <td>Women's Fashion</td>\n",
       "      <td>44</td>\n",
       "      <td>3.337938</td>\n",
       "      <td>Yellow</td>\n",
       "      <td>XL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>57</td>\n",
       "      <td>4</td>\n",
       "      <td>Shoes</td>\n",
       "      <td>Zara</td>\n",
       "      <td>Men's Fashion</td>\n",
       "      <td>23</td>\n",
       "      <td>1.049523</td>\n",
       "      <td>White</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>79</td>\n",
       "      <td>5</td>\n",
       "      <td>T-shirt</td>\n",
       "      <td>Adidas</td>\n",
       "      <td>Men's Fashion</td>\n",
       "      <td>79</td>\n",
       "      <td>4.302773</td>\n",
       "      <td>Black</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   User ID  Product ID Product Name   Brand         Category  Price    Rating  \\\n",
       "0       19           1        Dress  Adidas    Men's Fashion     40  1.043159   \n",
       "1       97           2        Shoes     H&M  Women's Fashion     82  4.026416   \n",
       "2       25           3        Dress  Adidas  Women's Fashion     44  3.337938   \n",
       "3       57           4        Shoes    Zara    Men's Fashion     23  1.049523   \n",
       "4       79           5      T-shirt  Adidas    Men's Fashion     79  4.302773   \n",
       "\n",
       "    Color Size  \n",
       "0   Black   XL  \n",
       "1   Black    L  \n",
       "2  Yellow   XL  \n",
       "3   White    S  \n",
       "4   Black    M  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df_data = pd.read_csv(\"./fashion_products.csv\")\n",
    "df_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1000 entries, 0 to 999\n",
      "Data columns (total 9 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   User ID       1000 non-null   int64  \n",
      " 1   Product ID    1000 non-null   int64  \n",
      " 2   Product Name  1000 non-null   object \n",
      " 3   Brand         1000 non-null   object \n",
      " 4   Category      1000 non-null   object \n",
      " 5   Price         1000 non-null   int64  \n",
      " 6   Rating        1000 non-null   float64\n",
      " 7   Color         1000 non-null   object \n",
      " 8   Size          1000 non-null   object \n",
      "dtypes: float64(1), int64(3), object(5)\n",
      "memory usage: 70.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Kids' Fashion', 'Women's Fashion', 'Men's Fashion'], dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_data[\"Category\"].value_counts().index"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 产品分类占比情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x13acf06a0>,\n",
       "  <matplotlib.patches.Wedge at 0x13acf0640>,\n",
       "  <matplotlib.patches.Wedge at 0x13acf1fc0>],\n",
       " [Text(0.4963079590628946, 0.9816712330362056, \"Kids' Fashion\"),\n",
       "  Text(-1.0954379669030636, -0.10007827270333464, \"Women's Fashion\"),\n",
       "  Text(0.5835623118168015, -0.9324457240113391, \"Men's Fashion\")],\n",
       " [Text(0.2707134322161243, 0.5354570362015666, '35.1%'),\n",
       "  Text(-0.5975116183107618, -0.054588148747273434, '32.7%'),\n",
       "  Text(0.3183067155364372, -0.5086067585516395, '32.2%')])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9991q06aNxo4dq08//VS33XabsrKyqoyiqo6FCxdq7dq1WrRokRISEiRJubm5ysrKqiyT3nzzTcXHx2vkyJEaNGiQbr/9dl1xxRX68ssvKwuuo5WSkiK3263ly5erU6dOlduXLVumxMRERUdH1+h8GhIKLgCHODB6y6ntn7+skqz9dseBHwiNb6zWo66Ww2FQcAEAECC8XlNOp0OmaWnDzmz9/Nt+LV2Xpj3phXZHa/AOLrb/+cLtcjoMtWsRox7tk3R8hyS1axEjp8Mhj9c85I6T/uDWW2+tHHX16aefKi4ursr+cePG6brrrtMrr7yik046ST/++KPmzJmjpKQkSQem5r377rtyu906//zzVVZWpi+//FKtWrVSbGxsjfM1atRIkvTpp5/q1FNP1f79+zV9+nRVVFSovPzATQmys7P173//WyEhIerYsaO2bdum9evX67LLLjvm14uIiNAFF1ygp59+WjExMeratasWLlyod999VzfffLPfFZp1iYILwJ8qydqvkrRddscAAACAjzhYmhSXVmjpujQtXZeq5RvSVVgSOOv8+BqvaWnDjhxt2JGj9+duVGiwS13axKt7+0T17pSspokRBz6ANCSHH5QhISEhmjJlii688ELdeeedevHFF6vsHz58uB5//HE988wzeuqpp9SjRw/94x//0Oeffy7pwIinZ555Rs8++6zeffddORwO9e/fXy+//HKVNa+qq1u3brrrrrv0+uuv68knn1RycrLOOOMMNW7cuHIk2fXXX6+Kigo9+OCDysjIUGJioi666CJdc8011XrNu+66S7GxsZo2bZoyMzPVqlUr3XfffTr//PNrfD4NiWEF0oTMo+T1msrOLrI7BmAbl8uh2NhwrXvjfgouHJXQ5BbqfPl9yskpksdj7xSEg9fv/306VTuz9tiaBf6hZXwz/etvt9X4+o2LC5fTDz8pB4C/8seph/szi7R4zT4tXZem9Tuy5WXUtl9IjgvT4O5NNPz45mrVOEpe05TD8L+pjMCRMIILAAAAAFDFwemHm3blaOGve/XLujTtz2QQgD9Kyy7WzO+2aOZ3W9Q0MUJDejTRCcc3V5PEiMp/Z6AhoOACAAAAAFROP8zOK9XcX3bq22W7KbUamL0ZhXp/3ia9P2+TWjWO0pAeTTX8+GZKig2j7ILfo+CqQwcW6mbYJ46eaVos0A0AAIB6Y5qWDEOq8Jj6afU+zVu6S2u2ZIqFbBq+HfvztWN/vt76ar3aNY/RkB5NNaxXM8VFhVB2wS9RcNURh8NQTEwY3xRwTLxeU7m5xZRcAAAAqFN/nII475edWvjrPhWXeuyOBZts3p2rzbtz9Z/P16pr2wSdOaiN+h7XSJYsOWthYXagPlBw1RGHw5DT6dC/31ukvel5dseBH2iaFK0JFw2Sw2FQcAEAAKDWHSy1svNLNW/JgSmI+5iCiD+wLGn15kyt3pypxJhQnTaglc4Y2EoRYUEyTYsZSvBpFFx1bG96nnbszbE7BgAAAIAAVTlaa3euZn67WUvXpYrPU3EkGbkleuur9Xp/3kYN7t5UZw1to5RmMZVrtQG+hoILAAAAABogr9eUw2FoydpUzfpuizbu4oN3HLsKj6nvlu/Wd8t3q13zGI0a3FpDezaTwzBkGJJhMKoLvoGCCwAAAAAaENO05DVNzVuyS7N/2Kr9WUxDRO3YvDtXT7y3Uq9+ulan9GupMwe3UVx0CNMX4RMouAAAAADAzx28G2JRSYU++XGbvly0XflF5XbHQgOVX1SuGd9u1qzvt2hIj6a6+JQOapIYQdEFW1FwAQAAAICfOlgoZOQUa8Z3W/Tt0l0q95h2x0KAME1LP6zYox9X7tHA7k10yakd1SwpUl7T5O6LqHcUXAAAAADgZ0zLksMwlJpdpDe+WKef1+xn4XjYxrSkhav2adGv+zSgS2NdfGpHtWwcxYgu1CsKLgAAAADwI6ZpKb+4XG9/tV7zftklk2YLPsKypJ/W7Nfi3/ZrYNcmuuyMTgemLv5eyAJ1iYILAAAAAPyA1zRV4TH10Teb9cmPW1VW7rU7EnBYliUtWr1Pi3/brxOOb6ZLTuukhOgQSdx1EXWHggsAAAAAfJjXe2BNrc8XbdeH32xi8Xj4DdO0NH/pbv2wYo9O6ddSF5/aURFhQXIybRF1gIILAAAAAHyQ12vK6XRo4a/79NZX65WWXWx3JKBaPF5LX/60Q98t36OLTumgvw1tI1mS08lC9Kg9FFwAAAAA4EO8piWnw9Bv27L0n8/WauvePLsjAbWipMyj1z5bq3m/7NJ153RT17YJLESPWkPBBQAAAAA+wjQtZeYU698zf9XKjRl2xwHqxO60At39/CIN6tZE40Z3VUxEMCUXaoyCCwAAAABs5vWakiHN/HaLPpi3UeUe0+5IQJ1btHqflm9I0/kntdc5w9vKkuRi2iKqiYILAAAAAGxiWZYMw9D2ffl66oOV2rE/3+5IQL0qLffqzS/X65tfdunac7qpZ4ckpi2iWii4AAAAAMAGXq8pj2npjc/X6YtF22RadicC7LMvs0j3vbRY/bs00jWjuykuKoSSC8eEggsAAAAA6tHB0SkrNqbr+ZmrlZFbYnckwGf8/FuqVm7M0EWndtA5w9vKtCw5HUxbxJFRcAEAAABAPfGapgqLK/T8zNVatHqf3XEAn1RW4dXrn6/T0nVpuuWS4xUXFSIno7lwBNSgAAAAAFDHvOaBReO/+WWXrnl0PuUWcBTWbsvShCnf6rtluyQdGP0I/BlGcAEAAABAHfJ6TeUXlWvaO8u1ekum3XEAv1JS5tFTH6zSz7+l6p8X9lRYsEtO7rSIw+CqAAAAAIA6YFkHRpssXZemCVO/pdwCamDJ2lSNf+xbrdiYLum///8CDrK94MrKytJtt92m/v37q2fPnho3bpy2bt1auX/9+vUaM2aMevTooREjRujNN9+s8njTNPX0009ryJAh6tGjh66++mrt3r27vk8DAAAAACp5vaYqPKae/WiVHnr9FxUUV9gdCfB7uYVluv/VJXrmw5Uq95jyeE27I8GH2F5wTZgwQTt37tRLL72kGTNmKCQkRGPHjlVJSYlycnJ0xRVXqEWLFpo5c6YmTJigadOmaebMmZWPf+655/Tuu+/qgQce0Pvvvy/TNHXVVVepvLzcxrMCAAAAEKgs05RDlh5+/RfN+Xmn3XGABmfukl26fuq32rI7l5FcqGRrwZWXl6emTZvqwQcfVLdu3ZSSkqLx48crPT1dmzdv1ocffii32637779fKSkpOvfcczV27Fi99NJLkqTy8nK99tpruvHGGzV8+HB17NhRTzzxhFJTUzV37lw7Tw0AAABAgLGsA6NJClZ/J7OiVP+8oIe9gYAGLDWrWHc8+6Pe+mq9TNNiAXrYW3BFR0fr8ccfV/v27SVJ2dnZev3119WoUSO1bdtWy5YtU9++feVy/Xct/P79+2vHjh3KzMzUhg0bVFRUpAEDBlTuj4qKUufOnbV06dJ6Px8AAAAAgcnyemVVlCtt1uPK/OI5ZXz6tGKjQnXnZX3sjgY0WKYlfTR/sya/vFgl5R55mbIY0HzmLor33nuvPvzwQwUFBen5559XWFiYUlNTK8uvg5KSkiRJ+/fvV2pqqiSpcePGhxxzcF91uVw16/64qwOqyxeuHV/IAP/kC9eOL2SAf+LaAVBdlmmqImuvUmdMkSdnvySpePMy5S35TAP7jNSwnk31w8q9NqcEGq6VmzL0z8e/131X9lPTpEg5HYbdkWADnym4Lr/8cl1wwQV65513NGHCBL377rsqLS1VUFBQleOCg4MlSWVlZSopKZGkwx6Tl5dX7SwOh6HY2PBqPx6oiaioULsjANXG9Qt/xvULoLoK13yvzK9fluWpug5w1ndvK6RVV910QXet3pKpnIIyewICASAtu1g3P7VAN13QU4N7NLU7DmzgMwVX27ZtJUkPPfSQfv31V7399tsKCQk5ZLH4srID/1EICwtTSEiIpANrcR38+8FjQkOr/0OqaVrKzy+u9uOlA58C84MyqiM/v8T2obVcv6gurl/4s5pev1FRoYwCAwLIgfW2DGXPf0N5Sz47/EFej9JmTlWzq6dr6g1DdNXD39RrRiDQlJV79dhby7R5T64uP6OzpAMDWBAYbC24srOztXjxYp166qmV62w5HA61bdtW6enpatSokdLT06s85uDXycnJ8ng8ldtatGhR5ZgOHTrUKJvHw9xd2MPrNbn+4Le4fuHPuH4BHC3L9MryepT+8XQVb172l8d6clKV8cVzSj57om44v7ue+fDXekoJBK5Z323R9r15uuPyPgp2O+XiA6iAYOu/cmZmpm6++WYtXry4cltFRYXWrVunlJQU9enTR8uXL5fX663c//PPP6t169aKj49Xx44dFRERoSVLllTuz8/P17p169SnD4s5AgAAAKhdltcrb1Ge9r1+1xHLrYOK1i5Uwa/f6uQ+zXV8x6Q6TghAOrAu103Tv9e+jCJ5ucNiQLC14Grfvr2GDh2qBx98UEuXLtWmTZt05513Kj8/X2PHjtW5556rwsJC3XPPPdqyZYtmzZql119/Xddcc42kA2tvjRkzRtOmTdP8+fO1YcMGTZw4UY0aNdIpp5xi56kBAAAAaGAs01R52nbtffU2lafvPKbHZs55RZ7cdN192fEKD/GZlWKABi01q1g3P/WDfl6zz+4oqAe2j9ObPn26BgwYoIkTJ+rvf/+7cnNz9c4776hJkyaKj4/XK6+8ou3bt2v06NF69tlndfvtt2v06NGVj7/xxht13nnnadKkSbrooovkdDr16quvyu1223hWAAAAABqaog2Lte+te+Utyj3mx1oVZUqbOVVul0OPThhc++EAHFZZuVePvrlMb325XpJkWYzmaqhs/+ggMjJSkydP1uTJkw+7v1u3bvrggw/+9PFOp1O33XabbrvttjpKCAAAACBQWZYpw3Aoe8H7yv3xoxo9V3n6TmXOfVWtTr9GY0d21utfrKullACO5MP5m5RbWKoJ5/WQZVksPt8A2T6CCwAAAAB8kWV6Ja9XabMer3G5dVDBirkq3PCzzhnWRp1axdbKcwI4OnOX7NKjby6VaVkyWZerwaHgAgAAAID/YZleWZ4K7XtnsorW/1Srz535+b/lLcrVv67qpyAXv5IB9Wnxmv36v5cWq8Ljldfk7skNCd9NAQAAAOAPLNMrs7xU+96+T2V7NtT685tlxUqbOVUhwS49eN2gWn9+AH9t9ZZM3fHvhSop9cjrpeRqKCi4AAAAAOB3ltcrs7RY+96cpPL9W+vsdcr2bVb2d++oU6s4nTeibZ29DoDD27onT7c+/aNyC8souRoICi4AAAAA0IGRW96SfO17425VZOyq89fL+/lTFW/7VZee1kEtG0fW+esBqGpvRqFueWqBUrOLKbkaAAouAAAAAAHPMr3yFmRr3+t3qyJ7X329qtI/eVJWaZEeuXagHPx2BtS7rLxS3fb0Am3blycvC8/7Nb6FAgAAAAholtcrT2669r5xtzx56fX62mZxvtJmP6GI8GDdd2X/en1tAAcUFFfo7ucWac2WDO6u6McouAAAAAAELMv0qiJ7r/a9eY+8Bdm2ZCjdsUa5i2aqV4ckndq/pS0ZgEBXWu7Vv15ZotVbMhjJ5acouAAAAAAEJMv0qjxth/a9ea+8RXm2ZslZ8IHK9m7SdaO7KDkuzNYsQKDyeE09+Nov2rQrR16TNbn8DQUXAAAAgIBjmV6Vp+/Uvrf/T2Zpod1xJMtU2sfTZXjLNWXCYLvTAAGrrMKryS8v1s79BSw872couAAAAAAElINrbu1/7wFZ5SV2x6nkzc9U+qfPKC4mVLdd2tvuOEDAKi716N4Xf9L+rCJKLj9CwQUAAAAgYFimV96SfO17Z7LM4ny74xyieNMvylv6pYZ0a6zB3ZvYHQcIWPlF5br7uUXKzCuVh5LLL1BwAQAAAAgIlumVWV6q/W//n7z5mXbH+VPZ899UeeZu3XxRD8VEBNkdBwhYOQVluvu5hcovKmcklx+g4AIAAADQ4FmmKcvrUep796sia6/dcf6S5a1Q+sypcsrUY9cPsTsOENDSc0p093OLVFzmoeTycRRcAAAAABo0yzIlWUr76FGV7dtid5yjUpG9X5lfvqgmiREaf243u+MAAW1vRqHufm6Ryiq83F3Rh1FwAQAAAGjgDKXPflIl21fbHeSYFP72gwpWf6/T+rdQj/aJdscBAtqO/fm678XF8ngtmaZldxwcBgUXAAAAgAYt8+uXVLT+J7tjVEvm1y/Lk5ehSWP7KDTYZXccIKBt3JWjh15bYncM/AkKLgAAAAANVvYP76lgxVy7Y1SbVVGqtJlTFeQy9OiEwXbHAQLeyk0ZeuXT3+yOgcOg4AIAAADQ4FimqYLV3yt34Qy7o9RYedoOZc37j9o0jdZlZ3SyOw4Q8D77cZvmLdnJVEUfQ8EFAAAAoEGxvF6Vp+1Q5pcv2B2l1uQv/1pFG3/RucNT1KFFrN1xgID33MxftXFXDndW9CEUXAAAAAAaDMv0yiwrUupHj8jyVtgdp1ZlfP6szOJc3T+un1wufpUD7OTxWnroP0uUW1hGyeUj+K4IAAAAoEGwrAPThVI/elTegmyb09Q+s7RIabMeV2iwWw9eM9DuOEDAyyss1+SXf5bH5M6KvoCCCwAAAECDYBiGMr9+WWV7Ntodpc6U7dmonB/eU+fWcTp7eIrdcYCAt2N/vqa9vVwOh2F3lIBHwQUAAADA71mWqfzlc1Swcp7dUepc7k8fq3Tnb7ri9I5qkRxpdxwg4P382369/dV6u2MEPAouAAAAAH7N8npVtnezMue+ZneUemIpffaTsspL9Mj4gXLwWx1guw++2aSFq/bKy1RF2/CtEAAAAIDfskyvvCX5SpvxmGR67I5Tb7xFuUqf/YSiIkI06Yp+dscBIOnJ91dq1/58Fp23CQUXAAAAAL9kWZZkmkr98BF5i/LsjlPvSrb/qtyfPlbvTkk6uW8Lu+MAAa+swquHXv9F5R5TpsVIrvpGwQUAAADALxmGocy5r6p8/1a7o9gm+4f3VLZ/qyac21WJMSF2xwECXlp2sf4941c5DBadr28UXAAAAAD8jmV6VbRpaUAsKv+XTK/SZz0uw1uhKTcMsTsNAEk/rNij71fskddkqmJ9ouACAAAA4Fcs05RZUqiML56zO4pP8ORlKOOzZ5UQE6ZbLu5ldxwAkp6f+auy88tYj6seUXABAAAA8CuGw6H0T5+WWZxvdxSfUbTxZ+Ut/1rDejbVgK6N7Y4DBLziUo+mvLVUBlMV6w0FFwAAAAC/YZmm8pZ+oZJtq+yO4nOy572uiqw9uu3inooKD7I7DhDwNuzI0XvzNh64IQbqHAUXAAAAAL9geb2qyN6v7G/ftjuKT7K8FUqbOU1Oh6Up1w+2Ow4ASR9+s0kbd+YwVbEeuOwOAAAAAABHx1L6x4/L8pTbHcRnVWTtVeZXL6npmdfrmtFd9eLHa+yOhL9gWaZytv2ovJ0/y1OaJ3d4ouJShimq2X/XUtv2zUPylOYd8tiUU/5PzqDwI75Gad5e7Vr4jFqfcLvcYXGV270VpUpb/ZGKMzbLHRanpK7nKDS2ReV+T2m+dvzwuFoO+WeVx+HYmKalqW8v07O3jVCww+DuinWIggsAAACAX8j+7m2Vp++0O4bPK1z9nUJbd9PIgYO0eM1+rd6SaXck/ImsjXOVvfUHJXQ4RSExzVSUvkGpq96XDENRTXvKW14kT2meEjqNVGhcqyqPdbhCjvj8Zfmp2vvLa5J16Oih7M3fqCx/vxr3ulgF+3/T/hVvq/UJt8twHKgJsjbNU1TTXpRbtSA9p0T//miVbh3T2+4oDRpTFAEAAAD4NMv0qmTHb8pb8rndUfxG5lcvypOfqfv+0UchQYxr8EWmt1w52xcqtvUgxbU9QWEJ7ZTY+UyFxrVR7vZFkqTSvH2SpIhGXRQa27LKH8Ph/NPntkyPsrf+oF2LnpFleg97THHmFkW36KfwpI5K7HSGPCW5Ki86UIaWF6arYP9qxbU7sZbPOnD9sHKvvlu+W16TqYp1hYILAAAAgM+yLEtWRZnSP31KEgs1Hy2rvFRpM6cqyOXUIxMG2R0Hh2E4XGoxaIJi2wz7n+1OWaZHklSWv08OV/Axj6IqSt+g7M3fKK7tCCV2Ov1Pj3M43ZVZJEm/L4aesf4rxbYeLFdwxDG9Lv7a8zNXK6+gXKbJ97K6QMEFAAAAwGcZhqGsb96QtyDb7ih+pzx1u7Lmv6G2zWJ08akd7I6D/2EYDgVHNZYrJFKWZclTVqDsLd8dGFnVcoCk3wsud5j2L39LW76+T5u/mqR9y9+WpzT/L587OLq5Wo+4S/HtTpSMw4/0ColtqYL9q+UtL1Le7qVyBkXIHZ6gkuwdKs3dqdg2Q2v9nANdSZlHz85YJYeDdbjqAgUXAAAAAJ9keb0q3btZBavm2x3Fb+Uv/UJFm5fpghPbqW2zaLvj4E8U7FulbfMeUOaGrxSe1KFykfmy/H3ylOYpOLqZmvS5QomdR6kke5t2L35B5l/cbMEdGi1nUNhfvmZ8+5MlS9o691/K3vKtGvW8UA6nWxnrv1Bc2xNleiu0d+kb2vH9NGVu+ErWYdbxwrFbui5NP63ex10V6wAFFwAAAADfZBjK/PJ5MTWxZjI+e0ZmSb4evGaAXC5+BfRFITEt1GzAtUo87iyV5OzU3iWvyLIsJXc7Ty0GTVB8uxEKi2+tmJb91eT4y1RRlKn8Pctr9Jqu4Ag1H3it2p72oFJOvlfhie1VsH+NvGUFimnZX+lrZsnhClbj48eoMHWdcncsrqWzxYsfr1G5x5Rl8b2tNvHdDQAAAIDPsUxTeb98zl0Ta4FZUqj0WY8rLNSt+8cNsDsODiMoPF5h8W0U23qQko77m0qyt6ske7tCY1sqJKZ5lWND41rJ4QpRWf6+WnlthytI0oGbOWRu+ErxHU6VJBWmrVNMq4EKjmykqGbHqzB1Ta28HqTs/FL957O1MgymKtYmCi4AAAAAPsUyTXmL85Tz4wd2R2kwSnevV86CD9SlTbz+NqSN3XEgyVNWqPw9y+UpK6yyPTiqqSSpojhbebuWqiw/tcp+yzJlmV45a3kB+Lzdv8jhDFJkkx7ylhdLllk5zdHhDpX3f3KiZr7+eYc27sxhqmItouACAAAA4FMMh0OZX78sq7zU7igNSu6iWSrdtU5XjuqkponcHc9ullmh1FUfKH/3L1W2F2dukiSFxDRX+m+zlb3l2yr7i9LWyTIrFBafUmtZTE+ZsjZ9o4SOp8swjN+LLUPesgJJkrcsX86g8Fp7PRy4YeWzH61iFFctouACAAAA4DMsr1fFW1eqeOMSu6M0PJap9NlPyKoo0WMTBsrBb4O2cofGKqp5H2Vt+kbZW39QceZmZW6cq8wNXyuqeR8FRyYrru1wFexbpfS1n6koY7Nyti1Q6qoPFZ58nMIS2kqSvBWlKsnZechIsGORs22BgiKSFZ504G6bhsOpsMT2yto8X4Vp65W3e6kiGh1XK+eN/9qxP19fLNour8laXLWBb2kAAAAAfIdlKvOrl+xO0WB5C3OU/slTio4M1d2X97U7TsBL7jpace1OVN6uJdr7y2sq2LtS8e1PUXK3cyVJce1OVFKX0SrO3KR9S/+jnG0/KrplfzXudXHlc5Tl7dXuRf9WUfqGamXwlBUqZ9sCJXY6/X+ynSPLW67Ule8pLKG9YloNrP6J4k+98/V6FZVUyKTkqjGX3QEAAAAAQJIsy1LOjx/Kk5dud5QGrWTrSuUu/kR9+5+pEb2b69tlu+2OFLAMh0vx7U5UfLsTD7/fcCim1QDFtPrzmwOEJaSo/agpf7o/unlvRTfv/af7XcERanvaA4dsd4fFqvnA8X+RHrWhqNSjVz/9TRMv6mV3FL/HCC4AAAAAtrNMrzw5qcr9+VO7owSE7O/fVXnqdt1wXlfFR4fYHQcIaN8t362NO7NZcL6GKLgAAAAA2M5wOJX1zeuS6bE7SmAwPUqb9bgclldTrx9sdxogoFmW9MKsNXI6qWhqgncPAAAAgK0s06vSvZtVvHmZ3VECiic3TRmf/1uJceG66cKedscBAtqWPbn6afU+RnHVAAUXAAAAAFsZDqeyv33T7hgBqWj9T8pfMVcjjm+mfp0b2R0HCGhvf71BhmHYHcNvUXABAAAAsI3l9ap42yqV7lpnd5SAlTXvP6rI3qc7Lu2lyDC33XGAgLU7rUDfr9jNKK5qsr3gys3N1X333aehQ4eqV69euuiii7Rs2X+HJl9xxRXq0KFDlT+XXnpp5f6ysjL961//0oABA9SzZ0/dcsstys7OtuNUAAAAABwjw+lU9rdv2x0joFmecqXNnCanQ3qM9bgAW707Z6PdEfyW7QXXzTffrJUrV2r69OmaOXOmOnXqpCuvvFLbtm2TJG3cuFGTJ0/WwoULK/8888wzlY8/uO+ZZ57RG2+8oW3btunGG2+063QAAAAAHCXL61XhukUqT9tud5SAV5G5W1lzXlbz5ChdddZxdscBAlZadrG+/nkno7iqwdaCa+fOnVq0aJEmT56s3r17q3Xr1rr33nuVlJSkzz77TFlZWcrKylL37t2VmJhY+ScmJkaSlJaWptmzZ2vSpEnq3bu3unXrpunTp2vp0qVauXKlnacGAAAA4EgMQ9nfv2d3CvyuYNV8Fa5bpL8Nbq3j2sTbHQcIWB/M2yivadkdw+/YWnDFxsbqpZdeUteuXSu3GYYhwzCUn5+vjRs3yjAMtW7d+rCPX758uSSpf//+ldtat26t5ORkLV26tG7DAwAAAKg2y/SqYNU38uTstzsK/iDji+flKcjW5Cv7KiTI9gk/QEDKKSjTpz9uo+Q6Ri47XzwqKkrDhg2rsm3OnDnauXOn7r77bm3atEmRkZG6//77tWjRIoWFhem0007T+PHjFRQUpLS0NMXGxio4OLjKcyQlJSk1NbVG2Vyumn0zdzr5jwGqxxeuHV/IAP/kC9eOL2SAf+LaAeqZaSpn4Ud2p8D/sMpLlDZzqpqOfUQPXzdYNz+1wO5IQECa9d1mjRzUWqHBttY2fsWn3qkVK1borrvu0imnnKLhw4fr7rvvVllZmbp166YrrrhC69ev15QpU7Rv3z5NmTJFJSUlCgoKOuR5goODVVZWVu0cDoeh2NjwmpwKUG1RUaF2RwCqjesX/ozrF6g/lulV3tIv5C3g5lC+qHz/VmXPf0vtTh6rC05qrw++2WR3JCDgFBRXaOa3m3XxqR3lcBh2x/ELPlNwffPNN7r11lvVq1cvTZs2TZJ0//3364477lB0dLQkqX379nK73Zo4caJuv/12hYSEqLy8/JDnKisrU2ho9X9INU1L+fnF1X68dOBTYH5QRnXk55fYvqAg1y+qi+sX/qym129UVCijwICjZJle5S7+2O4Y+At5v3ymkNbddPEp3bR0XZq27cuzOxIQcD79cZvOHpai8FC3DIOS60h8ouB6++239dBDD+m0007TY489Vjkqy+VyVZZbB7Vr106SlJqaqkaNGik3N1fl5eVVRnKlp6crOTm5Rpk8Hu5YAHt4vSbXH/wW1y/8GdcvUD8s06uCFXNllhTaHQVHkPHp02o27kk9dO0AXTr5a/EtEqhfJWUefTh/s8aO7Cz6rSOz/WPGd999Vw888IAuueQSTZ8+vUpRdemll+quu+6qcvyaNWvkdrvVqlUrHX/88TJNs3KxeUnavn270tLS1KdPn3o7BwAAAABHy1Duks/sDoGjYJYUKP3jxxUe5tbkcQPtjgMEpDk/71CFx2t3DL9ga8G1fft2Pfzwwzr55JN1zTXXKDMzUxkZGcrIyFBBQYFOPfVUffLJJ3rvvfe0e/duffnll5oyZYquvPJKRUREKDk5WSNHjtSkSZO0ZMkSrV69WjfffLP69u2rHj162HlqAAAAAP6H5fWqcO1CefMz7Y6Co1S6a51yf/xI3domaNSgw9/dHkDdKS71aO6SXbYvA+IPbJ2iOGfOHFVUVGjevHmaN29elX2jR4/Wo48+KsMw9NZbb+nhhx9WYmKixo4dq3HjxlUe98ADD+jhhx/W9ddfL0kaOnSoJk2aVK/nAQAAAODIDKdTeT/PtjsGjlHOwhkKadVVV/2ts1ZsTNe+zCK7IwEB5bMft2nUYArmI7G14Lr22mt17bXX/uUxl1xyiS655JI/3R8WFqYHH3xQDz74YG3HAwAAAFBLLK9XJTvXqDx9p91RcKwsU+mzn1CzcU/q0QmDdNm/5tqdCAgo+7OKtHRdmo7vmMQNbf4C7wwAAACAOndg9NYndsdANXkLspXxyVOKjQrVXZez3jFQ32b/sJVy6wh4dwAAAADUKcsyVZ61VyXbV9sdBTVQvGW5cpd8pgFdG2lYr6Z2xwECypqtmdqZmi/TtOyO4rMouAAAAADUMUN53DmxQcj+7m2Vp+3UTed3V2xksN1xgIDy8fdb5HAYdsfwWRRcAAAAAOqUWVaswjU/2B0DtcHrUdqsaXJYXk29cYjdaYCAsmDlXuUXldsdw2dRcAEAAACoM5bpVf7yr2V5+KWsofDkpCrji+eVHBeuG87vYXccIGBUeEx9vnCbvExTPCwKLgAAAAB1xnA4VbBint0xUMuK1i1U/qr5OrlPM/XulGR3HCBgfLV4hyyLgutwKLgAAAAA1AnL9Kpk52/y5GfYHQV1IGvuq6rISdNdl/VWRIjL7jhAQMgtKNMPK/bI4zXtjuJzKLgAAAAA1AnD4VTBqm/tjoE6YlWUKW3mVLkd0qPXD7Y7DhAwvvpph1xO6pz/xTsCAAAAoE6YFWUq2viz3TFQhyoydilz7qtq2ThaV4zqbHccICBs3JWjtOxipir+DwouAAAAALXO8npUuHahrIoyu6OgjhWsnKfC9Ys1elgbdW4dZ3ccICDMX7pLJgVXFRRcAAAAAGqd4XSpcPV3dsdAPcn84jl5C3M0+ap+CnLxayZQ175fsUdOB/9f+yPeDQAAAAC1yrIsVeRlqHT3erujoJ6YZcVKmzlNIUFOPTR+kN1xgAZvf2aRtuzOlWkyiusgCi4AAAAAtcsyVbBqvt0pUM/K9m1W9nfvqGPLOJ03oq3dcYAGb/6yXZJhdwrfQcEFAAAAoFYZDqcK13xvdwzYIO/nT1W87VddeloHtWocaXccoEH7cdVeiQFclSi4AAAAANQay/SqZOdaefIy7I4CW1hK/+RJWaVFeuS6QXLyGydQZ/IKy7VyY7q8XtPuKD6BbzcAAAAAao3hcKrgV6YnBjKzOF9ps59QeFiQ/u+qAXbHARq0b5fvlpMmWRIFFwAAAIBaZHk9Ktq4xO4YsFnpjjXKXTRDPdon6vQBreyOAzRYS35LVVm5x+4YPoGCCwAAAECtsEyvSnb8Jqu81O4o8AE5Cz5U2d5Nuubs45QcF2Z3HKBBKqvwatHq/fIwTZGCCwAAAEAtMRwq2vSL3SngKyxTabMel+Et15TrB9udBmiwvl++Wy6mKVJwAQAAAKgdhmGoePMyu2PAh3gLspT+yVOKiw7V7Zf2tjsO0CD9uiVTJWVMU6TgAgAAAFBjlmWpLG2nvAVZdkeBjynevEx5v3yhwd0aa0iPpnbHARoc07S0YgN3U6TgAgAAAFBzlqniTSwuj8PL+vZNlWfs0s0XdldMZLDdcYAGZ/mGNDkcht0xbEXBBQAAAKDGDIdTRZuW2h0DvsrrUdrMaXLIZD0uoA6s2Jguw6DgAgAAAIAa8RTlqjx1m90x4MM8OfuV+eULapwQofHndbc7DtCgZOWVandagd0xbEXBBQAAAKBGLK9HxRuZnogjK/xtgQp+/U6n9WuuXh2S7I4DNCi/rEuVJ4DX4aLgAgAAAFAjhtOlIu6eiKOUOecVeXLTdfflxyssxGV3HKDBWL4+XS5n4NY8gXvmAAAAAGqF6SlX6Y7f7I4BP2FVlCpt5lQFuRx6bALrcQG1Zf2OLJWVe+yOYRsKLgAAAADVZplelWxfLctTbncU+JHy9J3KmveaWjWJ1mVndLI7DtAgeLyWVm3KkNcMzGmKFFwAAAAAasBQ6U5Gb+HY5S+fo6KNv+jc4Snq0DLW7jhAg7BsQ7ocAXo3RQouAAAAANVmOBwq3b3B7hjwUxmfPyuzOFcPXN1fbhe/ngI1tWJDmgwKLgAAAAA4NpanQmWp2+2OAT9llhYpbebjCgl26cFrB9odB/B76Tkl2pdZaHcMW1BwAQAAAKgWy7JUum+zZAbuosaoubK9G5X9/bvq1CpO55zQ1u44gN9buTFDHm/grcNFwQUAAACgekxTpbvW2Z0CDUDe4tkq3bFGl5/eQS2SI+2OA/i1Tbty5HQE3jRFCi4AAAAA1WI4nSrdvd7uGGgQLKV/8qSssmI9Mn6gHPymClTbpl05AbkOF982AAAAAFSLZVkq3bvJ7hhoILxFeUqf/YQiw4N17z/62x0H8Ft7MwpVWh54U8cpuAAAAABUS0XmHlllxXbHQANSsn21cn+apeM7JumUfi3sjgP4JcuSNu/KlWVZdkepVxRcAAAAAI6Z5fWoZOdvdsdAA5Sz4AOV7dus8ed0VVJsqN1xAL+0cVeOvCYFFwAAAAD8JcPpYv0t1A3Tq/RZ02V4yzXl+sF2pwH80qZdOXI5A6vyCayzBQAAAFBrSndvsDsCGihPfobSP3tW8TFhuvWS4+2OA/idTbty7I5Q7yi4AAAAABwzb0mhvAVZdsdAA1a8cYnyln2toT2aaGDXxnbHAfxKVl6p8grL7I5Rryi4AAAAABwTy7JUnrHL7hgIANnfvK6KrD269ZKeigoPsjsO4Fc27MyWGUDrcFFwAQAAADg2plfl6TvtToEAYHkrlDZzmpyGpak3sB4XcCw27QysOylScAEAAAA4Ng6nyjN2250CAaIia68yv3xRTRIjde053eyOA/iNTbtz5AygheYD50wBAAAA1ArDMFRBwYV6VLjmexWsWaAzBrRQ93YJdscB/MKW3bl2R6hXFFwAAAAAjll5JmtwoX5lfv2iPHmZuveKPgoJctkdB/B5hSUVKiwutztGvaHgAgAAAHBMvMUFMksK7Y6BAGOVlypt5lQFuRx6dMIgu+MAfmF/ZpHdEeoNBRcAAACAo8YdFGGn8rTtyvrmdaU0i9GY0zraHQfweXsyCuX1mnbHqBcUXAAAAACOHndQhM3yl32lok1L9fcRbdW+RYzdcQCftj+zSIFyH0UKLgAAAABHz+FQeSYLzMNeGZ89K7M4Tw+M6y+Xi19rgT+TmlUkV4DcSTEwzhIAAABArTAMB3dQhO3M0kKlzXpcocFuPTBugN1xAJ+1jzW4AAAAAODwyjP32B0BUNmeDcpZ8L6OaxOvs4am2B0H8EksMl+PcnNzdd9992no0KHq1auXLrroIi1btqxy/+LFi3XOOeeoe/fuOu200/TFF19UeXxZWZn+9a9/acCAAerZs6duueUWZWdn1/dpAAAAAAHB9FTILCmwOwYgScr96WOV7lqrf4zsqGZJEXbHAXxOflG5Sss9dseoF7YXXDfffLNWrlyp6dOna+bMmerUqZOuvPJKbdu2TVu3btU111yjIUOGaNasWfr73/+u22+/XYsXL658/OTJk7Vw4UI988wzeuONN7Rt2zbdeOONNp4RAAAA0HB5i3LtjgD8l2UqffYTsipK9Oj4QXLY/hsu4HtSs4rtjlAvbP2//86dO7Vo0SJNnjxZvXv3VuvWrXXvvfcqKSlJn332md544w116NBBEydOVEpKiq688kqddtppeuWVVyRJaWlpmj17tiZNmqTevXurW7dumj59upYuXaqVK1faeWoAAABAg+TNz7I7AlCFtzBX6bOfVHRkiO4Z29fuOIDP2ZteIK9p2h2jzrnsfPHY2Fi99NJL6tq1a+U2wzBkGIby8/O1bNkynXTSSVUe079/fz300EOyLEvLly+v3HZQ69atlZycrKVLl6pnz57VzlbTO3E4A+QuBah9vnDt+EIG+CdfuHZ8IQP8E9cOcGSW6ZUnP9PuGMAhSratUu7i2erT/286sU8LzV+6y+5IgM/Yl1kky5QPzOGrW7YWXFFRURo2bFiVbXPmzNHOnTt199136+OPP1ajRo2q7E9KSlJJSYlycnKUlpam2NhYBQcHH3JMampqtXM5HIZiY8Or/XigJqKiQu2OAFQb1y/8GdcvcBQsU54C1ruFb8r+/l2Ftuyi68/rql83pSszr9TuSIBP2J9ZJKfTsDtGnbO14PpfK1as0F133aVTTjlFw4cPV2lpqYKCgqocc/Dr8vJylZSUHLJfkoKDg1VWVlbtHKZpKT+/ZnNUnU4HPyijWvLzS+T12jt8lOsX1cX1C39W0+s3KiqUUWBo+AyHvIUUXPBRpldpsx5Xs6una+oNg3XFg9/YnQjwCZl5JTIMCq7DWrp0qTp37qzw8ENHOeXn5+vHH3/UyJEjj+k5v/nmG916663q1auXpk2bJulAUVVeXl7luINfh4aGKiQk5JD90oE7K4aG1uyXG4+n4c9PhW/yek2uP/gtrl/4M65f4MgMh1Oeghy7YwB/ypOXrozP/63kc2/VxIt66on3WJsZKCyusDtCvajWx4yXXXaZtm7deth969at01133XVMz/f222/rhhtu0AknnKAXXnihcsph48aNlZ6eXuXY9PR0hYWFKTIyUo0aNVJubu4hJVd6erqSk5OPKQMAAACAI2MEF3xd0YbFyl8xVyf0aqb+XRod+QFAA1dQfOjAoIboqEdw3XHHHdq/f78kybIsTZ48WREREYcct2PHDiUkJBx1gHfffVcPPPCALr30Ut1zzz1Vhs317t1bv/zyS5Xjf/75Z/Xq1UsOh0PHH3+8TNPU8uXLNWDAAEnS9u3blZaWpj59+hx1BgAAAABHhxFc8AdZ8/6jkBaddfslvXT5g/NUUBQYI1iAw2EE1/849dRTZVmWLMuq3Hbw64N/HA6HevTooUceeeSonnP79u16+OGHdfLJJ+uaa65RZmamMjIylJGRoYKCAl166aVavXq1pk2bpq1bt+q1117T119/rauuukqSlJycrJEjR2rSpElasmSJVq9erZtvvll9+/ZVjx49ju2dAAAAAHBE3kIKLvg+y1OutJlT5XRIUyYMsTsOYKvi0ooqXU5DddQjuEaMGKERI0ZIki699FJNnjxZKSkpNXrxOXPmqKKiQvPmzdO8efOq7Bs9erQeffRRPffcc5o6dareeOMNNWvWTFOnTq0crSVJDzzwgB5++GFdf/31kqShQ4dq0qRJNcoFAAAA4FBmeamsCu5MB/9QkblHWV+/pGajJmjc2V300uzf7I4E2MK0pJIyj8JC3HZHqVPVWmT+rbfeqpUXv/baa3Xttdf+5TFDhw7V0KFD/3R/WFiYHnzwQT344IO1kgkAAADA4XlL8u2OAByTgl+/VWjr7ho1aIB+XpOq1Vsz7Y4E2KKwpIKC63BKS0v1/PPP67vvvlNJSYlMs+odhwzD0DffcEtWAAAAoCGxysvsjgAcs4wvX1Bw0/a69x99dOm/5qi0nDvmIvAUFlcoKdbuFHWrWgXXQw89pBkzZqhv377q1KmTHI5q3YwRAAAAgB8xmZ4IP2SVlyht1jQ1HfuIHh4/WDc/ucDuSEC9yytq+B9QVKvgmjt3riZOnKhx48bVdh4AAAAAPsoqp+CCfyrfv1XZ899Uu5Ov0EWndNB7czfaHQmoV/lF5fKappwNeIBStc6soqJC3bp1q+0sAAAAAHyUZVkyKxr+CAA0XHm/fK6iLct14UltldI02u44QL0qLK6Q1cBn51ar4Bo8eLAWLGBYJwAAABAwLEsWBRf8XManz8gsKdBD1w6Qq+EOZAEOUVhcbneEOletKYpnnHGG/u///k/Z2dnq3r27QkNDDznm7LPPrmk2AAAAAL7CMim44PfMkgKlfzxdjcf8S5OvGahJz/9kdySgXhQUV8ho4KVutQqum266SZI0e/ZszZ49+5D9hmFQcAEAAAANjOlp+CMA0PCV7lqnnB8/VLchF+jMwa312cLtdkcC6lyF15Qhw+4YdapaBdf8+fNrOwcAAAAAn8YURTQcuQtnKrRVN115Zmct35iufRlFdkcC6pRpWjIadr9VvYKradOmtZ0DAAAAgE8zZFUwggsNhGUqffYTanb1E3ps/CBd+q+5dicC6tSBgqthN1zVKrieffbZIx5z/fXXV+epAQAAAPgoy8MILjQc3oJspX/6lBpfcI/uHttHD7++1O5IQJ0xLcvuCHWu1guuiIgIJSUlUXABAAAADYlhyGQEFxqYki0rlPvzp+rfb5ROOL6Zvlu+x+5IQJ0wTQquw9qwYcMh24qLi7Vs2TJNnjxZ9957b42DAQAAAPAlhmSZdocAal32d+8otFUX3XRBD40c1DogigAEnqiIYLsj1LlqFVyHExYWpqFDh2rChAmaMmWKPv7449p6agAAAAC2s2Q4au3XB8B3mB6VZ+5VcKM2Skg0pAZ+pzkEpmCXIctq2Otw1fp/oZo0aaKtW7fW9tMCAAAAsJNlyXBRcKEBcrgU2rGfluxZqccXvWR3GqBODG3VT9f3G2t3jDpVa/+FsixLqampeuWVV7jLIgAAANAAGU633RGAWpdwyj/kcgVp5tov7Y4C1BkjAEYmVqvg6tix458Oa7MsS1OmTKlRKAAAAAC+xpIouNDQOFwK6zZcK/at0Y5cFphHw+UwHHZHqHPVKrgmTJhw2IIrIiJCw4cPV6tWrWqaCwAAAIBPMWQ4G9YURdOyNGtdlr7alK3M4go1jQrWecclaESbmMpjftyRp4/WZmpPXpnCgxzq2ThCV/RqpNjQw78Xq1MLdcfcHX/6mmO6J+mS7knymJae/2WfFuzIU3SIS9f0aaw+TSMrjyvzmLpq9ibdObS5jksKr61Txv+IO2GMXO5gzWD0Fho4h+FgDa7DueGGG2o7BwAAAAAfZ7ga1giut1ala8baTF3aPUntEkK1bG+Bpi7cI4chDW8do++35+qxH/fojPaxurxnknJKPHprVbrunLtdz4xKUZDz0BERKXGhmn56m0O2v7kyTZuySjSsdbQk6atN2Vq0K18TBzbT5qwSPbJgt14b3V4xIQd+RZu9Pktt40Ipt+qUoYjjT9aatA3akr3D7jBAnXI04GLroGp/BJOdna3XXntNv/zyi/Lz8xUbG6vevXtr7Nixio+Pr82MAAAAAHxAQxrBVeoxNXt9ls7qGK/zuyZKkno2jtDmrBJ9sj5Lw1vH6IM1GerTNEI39P/vGsPNooI18attWrKnQENaRh/yvOFBTnVKDKuy7efd+VqVWqS7hzVXs6hgSdLK/YUa2jJaA1tEaUDzSH22IUubMkvUt1mk8ks9mrk2U1NPa12H7wBih10olztEM9Z+YXcUoM4FOYNkWpacDbjoqtYkzNTUVI0ePVpvvPGGgoOD1blzZ7lcLv3nP//R2WefrbS0tNrOCQAAAMBOhtGgFpl3OwxNP72Nzjmu6ofzLoehcq8l07LUq0mETm8XV2V/8+gDBdX+gvKjep0yj6nnf9mvvk0jqxRihmEo2OWo/LvTYci0LEnSu2sy1L95pFrGhFT7/HBkkX1GakPGFq3P2GJ3FKDOhQeFypJpd4w6Va2PYKZOnSqXy6Uvv/xSzZs3r9y+e/du/eMf/9ATTzyhRx99tNZCAgAAALCb0aCmKDodhlrHHiiQLMtSbqlX87bkaNX+It3Qv4kchqGrezc+5HE/7c6XJLWMCT6q1/lkfZYyiyv0yMmtqmzvlBCquVtzdVaneG3KLFGpx1S7+FClFpRr3pYcvfC3tjU7Qfyl6IHnyBUcqo8YvYUAEe4OO/JBfq5aBdfChQt19913Vym3JKl58+aaMGECd1EEAAAAGpoGNoLrj37YkafHfjxwB72+TSOrLDL/R/sKyvTKslS1iQ2psiD8n6nwmpq9IUvDWkWrSVTVQuzMjvFan1miy2duVJjboX8OaKr4MLceW7Bbp7WLVWSwS48v2qP1GcXq3ihcV/durBBXw78LWn2JHnC2tmbv1Jq0DXZHAepFeFCYDDXc6YlSNacoer1excbGHnZfXFycCgsLaxQKAAAAgG8xDEOGq+GswfVH7RNCNeXU1rqub2OtyyjSpPk7ZP0+XfCg3XllunPODjkdhu4Z3vyoFmxeuDNfOSUenXdcwiH7gl0O3Tu8hWZd1FkfXtBJI9rEaHNWiZbtK9SFXRP15so0ZRZV6P9OaKm9+eV6axXLwNSWqD5nyBUSro9++9zuKEC9CXeHyWE07JK8WmfXoUMHffbZZ4fd98knn6h9+/Y1CgUAAADA9zhCIuyOUCeaRAara3K4/tYxXtf0aazf0or1W3px5f7VqYW6+attkqTHTmmtJpFHNz1x4a58tYwJVpu40D89JtjlkPF7Wfbq8lSdd1yCIoNdWrgzX6e3j1Pz6GCd0T5Oi3bl1+AM8UfRg8/Xrty9WrH/N7ujAPUmIji88ntNQ1Wtgmv8+PH67LPPNG7cOM2ePVuLFi3S7NmzdfXVV+vLL7/UNddcU9s5AQAAUEeuv/56/f3vfz9k+/nnn68OHTrol19+qbL9008/VceOHZWVlVVfEY/Jnj171KFDB82aNataj7/zzjvVoUOHw/658cYbayXjrFmz1KFDh788ZsSIEXrmmWdq5fVqizP80LsG+qvcUo++2Zqj3BJPle1tfy+jsoorJEnfb8/VPd/sVEKYS9PPaFO5yPyReExLy/cd/k6Lh7Nsb4F255XprE7xlfkig5ySpIggp3L+JyeqJ7LHSXKHRbL2FgJORBBrcB3WoEGD9Oijj2ratGlasGBB5fbExEQ98sgjOvnkk2stIAAAAOrWgAED9Mgjj6i0tFQhIQcW3c7NzdWaNWvUuHFj/fjjj+rbt2/l8cuWLVPHjh0VHx//Z09pq4OfUNfkk+qePXsetlwKDj66cqM2zJgxo15f72g4Q4687pS/KPeYenzRXo3tmawLuiZWbl+x/8ByK61jQ/TLngJNXbhHxyWF6f9OaKnw3wuno7Ejp1RlHkudk478S6VpWXptRZou6Z5Uuc5WTIhLOaUHSq3skgrFhDTM6aH1LWb4RdpXkKZf9qyyOwpQr8IpuP5cenq6OnfurDvuuEN5eXnasGGDnnnmGdbfAgAA8DP9+/dXRUWF1qxZoz59+kiSfvrpJ8XHx+vcc8/V/Pnzdcstt1Qev2zZMg0fPtymtEcWHx8vh8OhxMTEIx/8J9xud40eXxvi4uJsff3DcYSESYZDsvz/VvNJEUE6pW2M3l2dLqfDUEpciNamFenD3zJ1attYNY4M0t3zdijM7dCFXZO0K6+syuMTwtxKDHer3Gtqa3Zp5dcHbc8tlSS1PIoRX/O35arca+rUtv9d57hvs0jNWpepqGCnZq/PUv/mDadctEv4cYPlDo/RjJ9fkyXryA8AGpAwV4jdEepctaYovvbaa3ryySfVqlUrpaSkqFevXjrhhBM0cuRIPfroo/roo49qOycAAADqSEpKipKTk7VixYrKbT/++KMGDx6swYMHa8OGDcrMzJQkZWdna+vWrRo8eLAkqbS0VE8++aROPPFEde3aVWeddZbmzJlT+TyzZs3SySefrPfff1/Dhw9X9+7ddeONNyotLU233nqrevbsqaFDh2rGjBmVj7EsSy+//LJOPPFEde/eXWeddZY+/fTTyv1LlixR586d9cMPP2jUqFHq0qWLTjvtNH3zzTeSpJCQEDVt2lRt27aVJK1evVoXX3yxevbsqT59+uiGG27Qvn37avSelZeX67HHHtOIESPUpUsX9e3bV//85z+VnZ1deczs2bM1cuRIde3aVUOGDNFDDz2k8vLyKs8za9YsnXTSSeratavOOecc/frrr5X7/neK4vfff6/zzz9fPXv21ODBgytH3R3UoUMHzZgxQ2PHjlW3bt00ePBgPfvsszU6z8NxhDacdbiu79dEF3ZN1NebsnXf/J36dnueLu2RpBsHNNG69GJll3hUWG7qnm926OavtlX5M2fzgX/rnBJPla8POjj1MSL4r0d9lXtNvbUyXZf3TJbT8d9Rh5f3TFJ8qFuPLNit5IggXdYjuZbPPvDEnXi50gsz9dOu5XZHAeqV03AoyBVkd4w6V60RXO+//75uuukmjRs3rnJb48aNNWnSJCUkJOj1118/7DoOAAAA8E0DBgzQypUrK79euHChbr/9dnXr1k2RkZFauHChzj77bC1fvlwhISE6/vjjJUk333yz1q1bp8mTJ6tly5b6/PPP9c9//lPPPvusTjrpJEnSvn379PXXX+ull17S/v37NX78eP3888+67rrrNH78eL322muaPHmyTjzxRMXGxuqJJ57Q559/rvvuu09t2rTR0qVLNXnyZBUUFOiSSy6RdOCu3lOnTtU999yjxo0ba/r06brjjju0YMEChYeHV5ZdXq9X11xzjc4//3w99thjys/P13333ae7775br7/+erXfrylTpui7777To48+qqZNm2rjxo2666679Pzzz+uee+7Rhg0bNGnSJE2bNk3dunXT1q1bdcsttyg2Nlbjx4+vfJ4PP/xQ06dPV0hIiO677z7ddNNN+u677w55vXnz5unGG2/UDTfcoMcee0zbtm3T5MmTtXv3bj333HOVxz322GOaNGmSHnjgAX3xxRd64okn1K9fv8qRebXBGRYts7hhLHjudjp0UbckXdQt6ZB9PRpH6KvLuhzxOZIjgg573N+7JOrvXY48CjDI6dCb5x26HltksEv/OrHlER+PoxPWvq/ckXGa+cubMhvACETgWIQFwPREqZoFV1pamrp27XrYfd27d9fzzz9fo1AAAACoXwfX4bIsSxs3blRGRoYGDRokp9OpAQMG6Mcff9TZZ5+tpUuXqnfv3goODtbWrVs1f/58vfDCC5VTFm+44QZt2LBBL7zwQmXB5fF4dO+99yolJUXt27dXx44d5Xa7dcUVV0iSrrjiCn300UfasWOHgoOD9frrr2v69OmVz9miRQvt3btXr776amXBJUk33XSTBgwYIOnATZDmzJmjTZs2qWfPnpXHFBYWKicnR0lJSWratKmaN2+uJ5988ogL5C9btqzK80hSkyZN9MUXBxam7tq1q0477TT17t1bktS0aVMNHDhQmzZtknRgoXvDMNS0aVM1adJETZo00auvvqqIiKqjnx566CGlpKRIkq688kpdf/31ysrKOmR9s5deekknn3xyZTnWunVrWZalCRMmaMuWLZWj1c4++2ydddZZkqRrr71Wr776qlasWFG7BVdEjCoyd9fa8wH1If7kK5RdnKsFO5bYHQWodxFuCq4/1bRpUy1evLjyB4o/Wrp0qRo1alTjYAAAAKg/AwYMUG5urrZt26aFCxeqc+fOlWtADRo0qHKq27JlyzRy5EhJ0saNGyWpcjTXQX369NH06dOrbGvRokXl38PCwtS4cePKrw8upF5eXq4tW7aorKxMt9xyixyO/66m4fF4VF5eXmVKXps2bSr/frA4qqioqPK60dHRuuqqq/TAAw/o6aefVv/+/TVs2DCdfvrpf/l+dOnSRdOmTauyzeX674/OZ511ln766SdNmzZNO3bs0LZt27R9+/bKwmvIkCHq2bOnzjvvPDVr1kyDBg3SiSeeqC5dqo70adWqVeXfo6KiJKnKOR60adOmyvf9oIML/2/atKmy4DpYlh0UGRl5yHtSU64I31sbDPgroW26yxWdqJnL35eX0VsIQPFhsUc+qAGoVsF1/vnna+rUqaqoqNBJJ52k+Ph4ZWdn67vvvtN//vOfKouQAgAAwPclJyerdevWWrlypRYtWlS5xpYkDR48WPfdd5/Wrl2rDRs26OGHH/7L57Isq0oZJB1YtP2P/lhe/e9jJenJJ5+sUmAdFBQUdNi//+/j/+jWW2/VxRdfrB9++EGLFy/WAw88oFdeeUWzZ88+7HNIB9bxatnyz6eH3XfffZozZ47OPvtsjRgxQhMmTNCrr76qtLQ0SQdKuzfffFPr1q3TwoULtXDhQl177bU6++yz9cgjj1Q+j9N56PpMhzuHw20zzQO/qP/xvT7a96S6LK9XzsjA+EUJDUf8qVcrr6xA32//ye4ogC2SIhJkWVaN7i7sD6pVcI0dO1ZpaWl66623qqxd4HQ6dfnll1cONwcAAID/GDhwoFasWKGVK1fq2muvrdzetGlTtWrVSu+8847i4uLUocOB9YIO/u/y5ct1wgknVB6/bNmyyhFFx6pNmzZyuVzat29fled88803tWXLFt1///3H9Hzbtm3TG2+8obvvvlsXXXSRLrroIi1fvlwXX3yxNmzYoG7duh1zxpycHH3wwQd64okndMYZZ1R5rbCwA9NAfvjhB61Zs0bXX3+9OnfurHHjxun555/XCy+8UKXgOlodOnTQihUrNHbs2Mpty5Ytk3ToqK26ZcoVyQgu+I/gZp3kjm2k2atmqML02B0HsEViWLy8llcuo1oVkN+o9tndcccdGj9+vFatWqXc3FxFRUWpW7duio3lEx0AAAB/NGDAAN1+++0yDEO9evWqsm/IkCGaOXOmTjrppMpPgFNSUnTCCSfoX//6lwzDUMuWLfXFF19o/vz5evLJJ6uVITIyUhdeeKGeeuopRUREqFevXlqyZImmTp2qa6655pifLzY2Vl988YVKS0s1btw4ORwOffzxx4qOjj7sCLGjERERocjISM2fP1/HHXecSktL9fbbb2vt2rXq3r27pAMj1v79738rIiJCJ554ovLy8vT9998fsq7X0brqqqv0z3/+U88995xOP/107dixQw888IBOOOGE+i24DKecTFGEH0k44xoVlRfrm60/2h0FsE1SRLwMNezRW1INCi7pwA8gQ4YMqa0sAAAAsFG/fv1UWlqqYcOGHTKlcPDgwXrrrbc0aNCgKtunT5+u6dOn65577lF+fr7at2+vZ555RieffHK1c9x1112KjY3VU089pfT0dDVu3Fg33nijrrrqqmN+rtjYWL388st6/PHHdf7558vr9apHjx76z3/+c8iC70fL7Xbrqaee0qOPPqozzzxT0dHR6tevn26++Wa9+OKLKikp0cCBA/XQQw/ptdde0xNPPKGQkBANGzZMd955Z7Ve89RTT9X06dP1/PPP67nnnlNcXJxGjRqlG2+8sVrPV12GwyFX9JHvDAj4gqDGKXInNNWM1Z+o3Fu7a9EB/qRxRJKcjkOnxDc0hlWbk/IbCK/XVHZ2UY2ew+VyKDY2XHc/9aV27M2ppWRoyFo1jdXD/zxDOTlF8njsXfzy4PW77o37VZK2y9Ys8A+hyS3U+fL7fOr6/b9Pp2pn1h5bs8A/tIxvpn/97bYaX79xceFyOg+/rhTQkHhLCrRz+li7YwBH1PTKafLGN9K1n96lUk+Z3XEA27xy1hRFhUTaHaPO8VMYAAAAgKPmDI2UI6R6o9+A+uJObC53ckt9tuEbyi0ENLfTHRDllkTBBQAAAOAYueOb2h0B+EuJIyeo3Fuhrzd/b3cUwFYJYYGzbiIFFwAAAICjZlmWghIouOC7XLGN5G7cRl9t+k5FFcV2xwFslRQeb3eEekPBBQAAAODomV5GcMGnJY6aIK9l6vNN8+2OAtguKTxBgbL0OgUXAAAAgKPncMid0MzuFMBhuaISFNSsg+Zs+UEFZYV2xwFslxQeJ6/ltTtGvaDgAgAAAHDUDMOhoMQWdscADith1HhZsvTZhnl2RwF8QuPIZDkCpPoJjLMEAAAAUGtcUQmS02V3DKAKR3iMglt20TdbFyq3NN/uOIBPaBvXSg5HYFQ/gXGWAAAAAGqN4XDIHdvI7hhAFYkjr5MkfbJhrs1JAN8QHhSmuLAYu2PUGwouAAAAAMeMhebhSxwh4Qpp00Pfb1+srOIcu+MAPqFVTHO7I9QrCi4AAAAAx8TyehVEwQUfknDGdTIcDs1eP8fuKIDPaBPbXKZl2h2j3lBwAQAAADg2huRODKyRAfBhQSEKad9bC3cuVVpRpt1pAJ/RKra5LMuyO0a9oeACAAAAcEwMh1MhzTraHQOQJCWeNk5Oh0uz1n1ldxTAp7SNayWnw2l3jHpDwQUAAADgmLljkuQIi7I7BgKdK0ihnQbq590rtK8gze40gM8IcrqVHJFgd4x6RcEFAAAAoFpCmra3OwICXMIp/5DL5dZMRm8BVbSMaSaHEViVj0+d7YsvvqhLL720yrZJkyapQ4cOVf6MGDGicr9pmnr66ac1ZMgQ9ejRQ1dffbV2795d39EBAACAgGJ5PQpu2sHuGAhkDpfCug7Tsr2rtStvr91pAJ/SOsDW35J8qOB655139OSTTx6yfePGjbr22mu1cOHCyj8zZsyo3P/cc8/p3Xff1QMPPKD3339fpmnqqquuUnl5eT2mBwAAAAKMw6mQ5p3sToEAFnfiZXK5gjRz3Zd2RwF8TuuY5vIG0B0UJR8ouNLS0nTttddq2rRpatWqVZV9lmVpy5Yt6tKlixITEyv/xMXFSZLKy8v12muv6cYbb9Tw4cPVsWNHPfHEE0pNTdXcuXNtOBsAAAAgMBiGoZAmbaUAWsAYvsShiJ4naXXqem3N3ml3GMDntI1vJVeAfX+2veBau3at3G63Pv30U3Xv3r3Kvl27dqm4uFht2rQ57GM3bNigoqIiDRgwoHJbVFSUOnfurKVLl9ZpbgAAACDQGS63gpJa2h0DASh2+EVyuYP10drP7Y4C+Jwwd6iaRzexO0a9c9kdYMSIEVXW1PqjTZs2SZLeeustLViwQA6HQ0OHDtXEiRMVGRmp1NRUSVLjxo2rPC4pKalyX3W5XDXr/pxO27tD+ClfuHZ8IQP8ky9cO76QAf6Jawc4dpZlKqRZB5WnbrM7CgJMZJ8ztC59szZmcu0B/6tTYruAW2Be8oGC669s2rRJDodDSUlJeuGFF7Rr1y5NmTJFmzdv1htvvKGSkhJJUlBQUJXHBQcHKy8vr9qv63AYio0Nr1F2oLqiokLtjgBUG9cv/BnXL1ANlnVgofll3MEO9Sdm8HlyBYXoo7Vf2B0F8EldkjvIY3rkcvh05VPrfPpsr7vuOl188cWKjY2VJLVv316JiYk6//zztWbNGoWEhEg6sBbXwb9LUllZmUJDq/9Dqmlays8vrlF2p9PBD8qolvz8Enm99i4GyPWL6uL6hT+r6fUbFRXKKDAEHMPhVGiLznbHQICJ6n+WNmdt19r0jXZHAXxSj0adA67ckny84HI4HJXl1kHt2rWTJKWmplZOTUxPT1eLFi0qj0lPT1eHDjW7ZbHHE1h3G4Dv8HpNrj/4La5f+DOuX6B6XFHxcobHyFuUa3cUBICofmfKFRymGUsYvQUcTnRwpJpGNbI7hi18+mPG22+/XWPHjq2ybc2aNZKktm3bqmPHjoqIiNCSJUsq9+fn52vdunXq06dPfUYFAAAAAlZIyy52R0CAiB50rnbk7NHK/WvtjgL4pM5J7e2OYBufLrhOPfVULV68WM8++6x27dqlH374QXfffbdGjRqllJQUBQUFacyYMZo2bZrmz5+vDRs2aOLEiWrUqJFOOeUUu+MDAAAADZ7l9SqsbS+7YyAARPY6Ve7QSO6cCPyFg+tvBSKfnqJ44okn6sknn9RLL72kl19+WZGRkTrzzDN10003VR5z4403yuPxaNKkSSotLVWfPn306quvyu122xccAAAACBCG06mwdr0lwyFZTPNF3YkZeoH25O3Xsr2r7Y4C+KzuAbr+luRjBdejjz56yLbTTz9dp59++p8+xul06rbbbtNtt91Wl9EAAAAA/AlnSLiCm7RV2d5NdkdBAxXRdZjc4dGa8dMMWbLsjgP4pPiwWCWFx9sdwzY+PUURAAAAgO+zTKYpom7FnjBGaYUZWrxnud1RAJ/VJamDLCtwC2AKLgAAAAA1YzgU1r6v3SnQQIV3HCB3ZJxmrP0yoH95B46kS3IHmQE8VZyCCwAAAECNGIah4KSWckbE2h0FDVDsSZcrszhHC3f+YncUwGc5DId6N+kmp8NpdxTbUHABAAAAqDHLshSWwjRF1K7QlF5yRyVo5tov5Q3gkSnAkXRObKfwoDC7Y9iKggsAAABAzVmmwtodb3cKNDDxp16pvNJ8/bDjZ7ujAD6tf/Ne8pheu2PYioILAAAAQI0ZDqdC2/SQnD51o3b4sZAWx8kdk6yP18+Rx/TYHQfwWYZhaEDzXnIF8PREiYILAAAAQC1xuIMV0ryT3THQQCScPk6F5UX6ZttCu6MAPq1jQooigyPsjmE7Ci4AAAAAtcLyehTevo/dMdAABDVpJ1d8E81eP1cV3gq74wA+rX8zpidKFFwAAAAAaonhdCniuKGSwa8ZqJnEkdeppKJUc7cusDsK4NMMGRrQ4viAn54oUXABAAAAqEXOsMgDa3EB1RSU1FLuxOb6bOM3KvOU2R0H8Glt41spJiTK7hg+gYILAAAAQK2xvF5Fdh1mdwz4sYSR41XmKddXm7+zOwrg8/o37yUv0xMlUXABAAAAqEWG06nwDv1kBIXaHQV+yBXfVO5GbfTlpm9VUlFqdxzA5w1q3ltOpidKouACAAAAUNucLoV37G93CvihxJHj5TU9+nLTt3ZHAXxeSlxLxYXF2B3DZ1BwAQAAAKhdlqnIbsPtTgE/44pOVFDTdvpq8/cqKC+yOw7g84a26sf0xD+g4AIAAABQqwyHUyEtjpMzMs7uKPAjCaMmyLQsfb5pvt1RAJ8X5HRreKsBTE/8AwouAAAAALXPshTRZajdKeAnHBFxCm7RWfO2LlBeab7dcQCfN6D58Qp1h9gdw6dQcAEAAACofYYU2W2E3SngJxJHXSdJ+nTDPJuTAP7hlLZDZZqm3TF8CgUXAAAAgFpnGA4FJTRVUHIru6PAxzlCIxXSupu+2/6Tskty7Y4D+Lzm0U3ULr61HA4qnT/i3QAAAABQJyyvV5HdTrA7BnxcwhnXyjAc+nj9HLujAH7hxDaDWFz+MCi4AAAAANQJw+lUZI+TZASxTgwOzxEUppB2vbVgxxJlFGXZHQfweW6nWye0Hsji8odBwQUAAACgzhjuIEZx4U/FnzFOTodTH6/72u4ogF/o36wni8v/CQouAAAAAHUqut/fJBl2x4CvcQUptGN//bR7ufYXptudBvALp7QdJi+Lyx8WBRcAAACAOmMYDrljkhTW7ni7o8DHJJ52tVxOt2at+8ruKIBfaBrVSB0S2sjJ4vKHxbsCAAAAoE5ZplfR/c60OwZ8icOl0OMG65c9q7Q7b5/daQC/cFLKEBaX/wsUXAAAAADqlOFwKrRlFwUltbQ7CnxE/Mlj5XIFaSajt4CjEh4UppPbDGZx+b9AwQUAAACgzller6L6jLQ7BnyCQ+HdR2jl/rXanrPL7jCAXzi93QlyOV12x/BpFFwAAAAA6pzhdCqy6zA5wqLsjgKbxY0YI5c7WDPWfmF3FMAvBLuCNbL9CDkMKpy/wrsDAAAAoH4YDkX1OsXuFLBZxPGn6re0jdqctd3uKIBfOKnNIIW6Q+2O4fMouAAAAADUC8PhUHSfMySm2QSs2KEXyBUUwugt4Ci5HC6d1fFUGXYH8QMUXAAAAADqjTMsWpFdhtkdAzaJ7DtKmzK3aV3GZrujAH5hSMu+igmNkmFQcR0JBRcAAACAemNZpmKHXcAorgAUPeBsuYLD9NHaz+2OAvgFwzB0TufTZVqW3VH8AgUXAAAAgHpjGA45I+IU1eNEu6OgnkUNHK3tObv0a+p6u6MAfqF/s55KjkiQg9FbR4WCCwAAAEA9sxQ75AIZriC7g6CeRB1/utwhEfrwN9beAo7WuZ3PkGmadsfwGxRcAAAAAOqVYTjkCItSVK9T7Y6CehI99Hztztun5ftW2x0F8AvdG3VWi5imcjiobY4W7xQAAAAAW8QMPleGO8TuGKhjEd1HyB0WpY8YvQUctfO7jJLX9Nodw69QcAEAAACod4ZhyBEcrug+p9sdBXUsdvjF2l+QriV7V9odBfALfZp2V7v41nI6nHZH8SsUXAAAAABsYTgcihl4jhzBYXZHQR0J7zxI7ohYzVj7hSzuBAcckcNwaEz3c1h7qxq4Ny8AAAAA2xjuEEX3O1M5Cz6wOwrqQOyJlyujKEuLdi2zO4rfskxLGT/tVtayvarIL1NwfJiSBrdQbPdGlcfk/pau9IU7VZZZLGeISxEpsWp8clu5I/78Rg6WaSlr+T5l/bJH5TmlcoW7FdUxUY1OaC1nyIGqwPKa2vvFJuX+li5XeJCanN5OUe3jK5/DrPBqw1M/q+Xfj1N4y5g6ew8CyQmtB6hxZJLdMfwSI7gAAAAA2MZwOBTd729yhEbaHQW1LLRdHwVFxWvmuq9kWoxGqa7Ub7cpdf5WxfVqrNaXdFNkSqx2zVynnNWpkqScNWna+eFvCmsSqVYXdlGjk9qocFuOtv5npcyKP1/DKX3hTu39YpOi2ieo1UVdlTiohXJW7deO99dUjrbLWrZPeesz1Hx0J0Ufl6idH/0mT1F55XNkLN6t0CaRlFu1JMjp1oVdz2K0YzVRcAEAAACwleFyK2bA2XbHQC2LP+UKZZfk6ocdP9sdxW+Z5V5l/rxHCf2bK3loK0WmxKnJae0U3ipGmT/vkSSlL9ihyHbxava3jopsG6+4Ho3V8vwuKssoUv6mrMM+r2Vayli4S/G9m6jxySmKTIlTQt9majqqgwq35ahkX4EkqWBbtqK7JCu6U6IandhGMgwV78mXJHmKK5SxaJcan9Smft6MADCy/YmKDA6XYRh2R/FLFFwAAAAAbGU4nIruO0qu2MZ2R0EtCWnVTe7oJH287mvuBFcDhsuhtlcdr8SBzatudxoyPaYs01JkSpziezepsj8kMVySVJ5dctjnNcs8iu3eSLFdk//ncQfWwyv7/XGGDDlcB2oDwzBkOIzK0UVp329XVMcEhSRF1PAsIUkxIVE6t/PpchjUNNXFOwcAAADABxhKOPVKu0OgliScdrUKygr17faf7I7i1wyHodBGEXJHBsuyLFUUlittwQ4VbstRQt+mMhyGmpzWTtGdEqs8Lm99hiQpJCn8sM/rDHWr6cj2h0wtzFufWeVxYc2jlL8pUxX5ZcpbnyGz3KuwJlEqyylR9sr9ajSC0Vu15cKuZ3HXxBpikXkAAAAAtjOcToWl9FRY+74q3vSL3XFQA8HNOsoV10gfr5qlCm+F3XEajNw1ado1Y50kKbJ9fJVF5v+oLLtY++ZsUUijCEW2iz/sMYdTtDtP6T/uVFSHBIUmHxiVldCvmYp352vd44vkDHap+Vkd5Y4K1s6P1ir++CZyhbq1a9Y6Fe/OV0TrGDU5rZ0cQZQ0x6pVTDOd0HoAUxNriBFcAAAAAHyCZZpKOO0qGa4/v/MbfF/CGdeouKJE32z90e4oDUpYsyil/KOnmo5sr+Jdedr25q+HLEZemlGkrf9ZKcNhqNWFXWQ4jq4wKdqZq+1v/aqg2BA1H92pcrvD7VSri7qq66RhOu6uIYrt3kjF+/JVsCVLSUNbaf/8barIL1Ori7uqLKtYqd9uq9VzDhRX9LqAGzHUAgouAAAAAD7BcDjkDI9VzKBz7I6Cagpq1EbuhGb6dMM8lXnLj/wAHLXguDBFtIpVQr9manJGOxXtzFXRztzK/YXbc7TlleWSpJQreio4LuyonjdnTZq2vrFK7ugQpYztKVeY+5BjHG5n5eii/XO2KnFQC7nC3Mpbl6743k0Ukhiu+D5Nlbcuo+YnGmD6NeupToltmZ5YCyi4AAAAAPgMw+FQzIDRLDjvpxLPuE5lnnLN2fyD3VEaBE9RubJX7VdFYdWyMLRxpCSpouDA9pzVqdr25iq5o4LV7urelYvMH0n6wl3aNWOtwptHqe2VveSODP7L4/M3Z6k0s0iJ/Zv/nq9CztADhZgzxH1ITvy1MHeorjr+IkZv1RIKLgAAAAC+xWDBeX/kSmgmd3Irfb7xG5V4Su2O0yCYFaZ2z1qv7BX7qmwv3JItSQpNjlD+pkztmrVeYc2j1fbK4+WO+uuS6qCspXu1f+4WxRyXpNaX9pAz5K+X6LZMS/vnblWj4a0r19lyhbvl+b3Uqigskyv80NFf+HNjuo9WRFA4d06sJSwyDwAAAMCnGA4WnPdHSSMnqML06MvN39kdpcEIiglRXK/GSvt+hwyHQ6GNI1S0M1fpC3cprldjBcWGaOsbK+UMcip5aCuVZhRVebw7KlhB0SEyPaZK9hdUfl1RUKa9X29WUEyI4vs1U8n+giqPC44LlSu86lp4Ob+myvKYiuv139GVUe0TlPHTLjnD3MpcvFvRHavezRF/rlNiO52UMsTuGA0KBRcAAAAAn2OZphJOvUq7t62S5WHak69zxSTL3SRFn238RkXlxXbHaVCajuqgoNhQZS3fq4rcUrmjQ9TohNZKHNRChTty5Pl9muK2N1cd8tjk4a3UaEQbeQrKtOXl5ZVf52/OklVhqjy3VFtfXXHI45qP7qS4nv8tsswKr1K/3aYmp7WT4fzvaKNGJ7bRrlnrtPPD3xTZJk6NTmxT+29AA+R2uDS+72Xyml7W3qpFFFwAAAAAfI7hcMgZcWDB+Zwf3rc7Do4gcdQEmZapzzfOtztKg+NwOZQ8rJWSh7U6ZF9kmzh1v3/EEZ8jKDa0ynHxvZoovleTo8/gdqrzLYMO2e4Kc6vNmO5H/Tw44NzjzlBieBxTE2sZ7yYAAAAAn2Q4HIoZeI6CklraHQV/wREZr6DmHTV3ywLllxUc+QFAAGsR3VRndTyVcqsO+NQ7+uKLL+rSSy+tsm39+vUaM2aMevTooREjRujNN9+sst80TT399NMaMmSIevTooauvvlq7d++uz9gAAAAA6lDSWTdJDiaf+KqkUeNlSfp0wzy7owA+zTAMje97mSTL7igNks8UXO+8846efPLJKttycnJ0xRVXqEWLFpo5c6YmTJigadOmaebMmZXHPPfcc3r33Xf1wAMP6P3335dpmrrqqqtUXs48fQAAAMDfGQ6n3InNFDv4PLuj4DAcYVEKbtVV87ctVE5pnt1xAJ92ersT1Dq2Oetu1RHbC660tDRde+21mjZtmlq1alVl34cffii32637779fKSkpOvfcczV27Fi99NJLkqTy8nK99tpruvHGGzV8+HB17NhRTzzxhFJTUzV37lwbzgYAAABAbTMMh2IGnaugxil2R8H/SBw5XpL0yXp+/wL+SmJYnC7udrYMw7A7SoNle8G1du1aud1uffrpp+reveridMuWLVPfvn3lcv13OHL//v21Y8cOZWZmasOGDSoqKtKAAQMq90dFRalz585aunRpvZ0DAAAAgLpmKemsf8pwuu0Ogt85QsIVnNJTP+xYoszibLvjAD7LkKHx/S6Xk3W36pTtE9lHjBihESMOf9eH1NRUtW/fvsq2pKQkSdL+/fuVmpoqSWrcuPEhxxzcV10uV80uPKeTCxfV4wvXji9kgH/yhWvHFzLAP3HtAL7NcDjljm2s2BMuUfY3r9sdB5ISTr9GDodDH6//2u4ogE87q9Mp6pzYjtFbdcz2guuvlJaWKigoqMq24OBgSVJZWZlKSkok6bDH5OVVf/63w2EoNja82o8HaiIqKtTuCEC1cf3Cn3H9Ar7PcDgU0+9MlWxdoZLtq+2OE9hcwQrp0FeLdi1TWmGG3WkAn9U+vo0u7Po3yq164NMFV0hIyCGLxZeVlUmSwsLCFBISIunAWlwH/37wmNDQ6v+QapqW8vOLq/146cCnwPygjOrIzy+R12vamoHrF9XF9Qt/VtPrNyoqlFFgQD2wTFOJZ/1Te178p8ySQrvjBKzE06+W0+HSrHVf2R0F8Fnh7jBNHHiVLMuS6LfqnE8XXI0aNVJ6enqVbQe/Tk5OlsfjqdzWokWLKsd06NChRq/t8dj7CxoCl9drcv3Bb3H9wp9x/QL+wXA45AyNVOIZ45U2c4rdcQKTw6XQzoO1ZM9K7c2v2dIwQEN2bd8xigmJ4q6J9cSnP2bs06ePli9fLq/XW7nt559/VuvWrRUfH6+OHTsqIiJCS5Ysqdyfn5+vdevWqU+fPnZEBgAAAFDHDIdT4R37KbLHiXZHCUgJp1wpl8utmYzeAv7USSmD1a9ZT8qteuTTBde5556rwsJC3XPPPdqyZYtmzZql119/Xddcc42kA2tvjRkzRtOmTdP8+fO1YcMGTZw4UY0aNdIpp5xic3oAAAAAdcWyLCWcerWCGrW2O0pgcbgU1m24Vuxbo525e+xOA/ik5tFNdEXPCw5MTUS98ekpivHx8XrllVf00EMPafTo0UpMTNTtt9+u0aNHVx5z4403yuPxaNKkSSotLVWfPn306quvyu3m9sEAAABAQ2UYhiyHQ43+fpf2vHKLzJICuyMFhLgRY+RyB2nG2i/tjgL4pCCnW7cMGieHYbCwfD3zqYLr0UcfPWRbt27d9MEHH/zpY5xOp2677TbddtttdRkNAAAAgI8xHE45I2KUfM4t2v/u/ZLFOnp1y6GIXidrTdoGbcneYXcYwCeN7Xm+GkUkymH49IS5Bol3HAAAAIDfMhxOhbTsorjhF9sdpcGLHX6hXO4QffTbF3ZHAXzSwOa9dVLKYMotm/CuAwAAAPBrhmEoZuBohXfob3eUBi2yzxnakLFFGzK32B0F8DmtY5trQr/LZDKS1DYUXAAAAAD8nmWZSjzrRrkTmtkdpUGKGXSuXEGh+mgto7eA/xUbEq27hkyQw3AwestGvPMAAAAA/J5hOGQ4XGp0/l0ygsPsjtPgRPU/S1uzd2pN2ga7owA+xe10644h4xUZHCGnw2l3nIBGwQUAAACgQTCcTrmiE5X0txslcfey2hLVZ5RcIeH66LfP7Y4C+JwJfS9Tq9hmlFs+gIILAAAAQINhOJwKb99HMYPOsTtKgxE95Dztyt2rFft/szsK4FPO7XyGBrbozbREH8G/AgAAAIAGJ3bYRQrvNNDuGH4vssfJcodGsvYW8D/6N+ulC7qeaXcM/AEFFwAAAIAGyFLS2TcppFVXu4P4tZjhF2pffpp+2bPK7iiAz2gT20I39B8ry7LsjoI/oOACAAAA0OAYhkOSoUZ/v1NBya3tjuOXwo8bInd4jD5a+4Us8Ys8IEmxodG6c+iBOyYaBmv9+RIKLgAAAAANkuFwyHC51fji++SKSbY7jt+JO/EypRdmavHu5XZHAXxCsCtYdw2ZoMigcBaV90EUXAAAAAAaLMPhlCM4XI0v+T85wqLsjuM3wtr3kzsyTjPWfSnTMu2OA9jO7XTrriHj1Ty6KeWWj6LgAgAAANCgGU6nXFEJanzRvTLcIXbH8Qtxp1yhrOIc/bhjid1RANs5DYduHThOHRPbyumgRvFV/MsAAAAAaPAMh1NBSS2V/PfbJYfL7jg+LbRND7mjEjRr3VfyMnoLAc4wDN3Q/wp1b9xZDoMKxZfxrwMAAAAgIBgOp0JbdVXimRMksTj0n4k/9SrllRXo++2L7Y4C2MqQoWt6j9GA5sdTbvkB/oUAAAAABAzDcCjiuCGKO/Eyu6P4pOAWneWObaTZ6+eowvTYHQew1eU9z9MJrQdwt0Q/QcEFAAAAIKAYhqGY/n9T3Alj7I7icxJOG6ei8mJ9s/VHu6MAtrqgy5k6o/0Iyi0/QsEFAAAAICDFDByt+JOvsDuGzwhqnCJ3QlN9smGuyr0VdscBbPO3jifr3OPOsDsGjhEFFwAAAICAFd13lOJPu1qsySUljrxOpZ4yzdnyg91RANuc0naoxnQ/x+4YqAYKLgAAAAABLarXqUo441oFcsnlTmwhd1JLfbbhG5V6yuyOA9ji9HYn6KrjL7I7BqqJ++MCAAAACGiGYSiyx4kynC5lfP5vyTLtjlTvEkeNV7m3Ql9t/s7uKIAtzjtupM7vMsruGKgBCi4AAAAAAc8wDEV0HSbD6VL6J08FVMnlim0sd6M2+mTDXBVXlNgdB6hXhgxd3vM8ndF+hN1RUEMUXAAAAACgAyVXeOeBSnI4lT77Ccn02h2pXiSOmiCvZeqLTd/aHQWoV07Doev6XqYhLfvaHQW1gDW4AAAAAOB3huFQeMd+Sj73NsnZ8McDuKISFNSsveZs/l4FZYV2xwHqjdvh0i2DrtHgln1lGIG7/l5DQsEFAAAAAH9gGA6FtTtejS+6T46QcLvj1KmEURNkydJnG7+xOwpQb0JdIbpn2I3q1aSLHJRbDQYFFwAAAAD8D8NwKKR5RzW94jG5YpLtjlMnHOExCm55nOZt/VG5pfl2xwHqRWRwhP414mZ1SGgjh0El0pDwrwkAAAAAh2E4nHJFJ6npPx5TcNP2dsepdYkjx0uSPt0wz+YkQP2ID43VgyfepubRTeR0OO2Og1pGwQUAAAAAf8JwOuUIDlOTSx9QeKeBdsepNY6QCIW06a7vty9WVnGO3XGAOtc2rpUePeUuJYXHU241UBRcAAAAAPAXDIdTcjiUfM4tihk42u44tSLhjGtlOBz6eP0cu6MAdW5oq366/8RbFBEURrnVgDX824IAAAAAQA0Zv6/VE3fCGLlimyjzqxck02tzqmoKClFI+95auHOp0osy7U4D1BnDMDSm22id2fFkWZbF3RIbOAouAAAAADgGkd2Hyx2TpLQZj8ksK7Y7zjFLPG2cnA6XZq37yu4oQJ0Jc4dq4sCr1C25kyRRbgUApigCAAAAwDEwDIdCWnRSE3+8w6IrSKGdBurn3Su0ryDN7jRAnWgcmaxHT7lLXZI6UGwFEAouAAAAADhGhsMpd0yyml09XeEd+tsd56glnHKlXC63ZjJ6Cw1Uj0bH6bGT71JiWBzrbQUYCi4AAAAAqAbD6ZThDlLyebcp/uR/SE4fXwHG4VJY16Fatne1duXttTsNUOvO7HCy7ho6QUEuN+VWAPLx78AAAAAA4LsOLj4f1ft0hTTvpLSZU+XJS7c51eHFn3S5XK4gzVj7hd1RgFoV6g7RuN6XaFCL3pIkQ0xLDESM4AIAAACAGjIcDgUlt1Szq6crrH1fu+MchkPhPU7Ur/vXaVvOLrvDALWmfXwbPX7aferfrKfdUWAzRnABAAAAQC0wHE4pKFiN/n6Hcpd8puxv35ZMj92xJEmxJ1wslztYM9YxegsNg8NwaHSn0/T3LiNlWRZTEkHBBQAAAAC15eCUxei+IxXavJPSZk6TJz/D5lRSZO/TtS59kzZmbrM7ClBjCWFx+ueAK9U+vvWBuyQyIxFiiiIAAAAA1DrDcCioUWs1GzddYe1625olZvD5cgWF6KO1X9qaA6gNA5ofr8dPu1dt41oeKLeA3zGCCwAAAADqwIEpiyFqdP5dKlj9vbLm/UdmaWG954jsf6Y2Z23X2vSN9f7aQG0JcQXrH70u0PDWA2RaphwG43VQFQUXAAAAANSRg1MWI7oMUVjbXsr48nkVb/yl3l4/qt/f5A4O00c/s/YW/FdKXEtNHHCVEsLiJIlyC4dFwQUAAAAAdcxwOOUIjVCj8+5Q4bqflDnnZZnF+XX+utGDztWOnN1albq2zl8LqG1uh0vndD5dZ3c6TZIlh4NiC3+OggsAAAAA6sHB0VzhHfsptE13ZX71korWLayz14vsdarcoRH6aPnbdfYaQF3pmNBW4/teqqSIBEZs4ahQcAEAAABAPTIcTjmCQ5U8eqKKugxR5pcvyFuYU+uvEzPsAu3J269le1fX+nMDdSXUHaIx3c7RyW2HyGt6Kbdw1LhSAAAAAKCeHRzNFZbSU82vfUYR3f6/vXuP6/H+/zj++HRWKpWQRGSSJXJKyplZ6Ctsc5xvYmaYOc82tmGMr8MUm4nM5syYmRnGvnzZyDAbNmxyGtMcl1Ol+vz+6NdnPiunRD4877fb56au6/pc1+u6el/xeXq/31fjAt1/0aBG2Dq6smz/lxgxFui+Re6XumVqENtyFE0qhAFgbWVdyBWJJVEPLhERERERkUKS86TFEpH9cK7aiLPrZ3P9zIl73q9bo66cvnyG7b/vLoAqRe6vkkU9eaFmJ4JKBegJiZJvCrhEREREREQKkcFgAMDBJ4AyL0zh0u6vOf+/xfmehN6pcii2zm4sT/wYo1G9t+ThZWtlQ1RAC9pWeRoD2feBwi3JLwVcIiIiIiIiDwGDdfZwLOfgZhSt2pAL/1vCXzvXQGbGXe3HrVk0Z6+cZ+uxHfejTJECEVImmOert6e4o5tCLSkQCrhEREREREQeIgYrawx21rg37YZLrQjObfiIqwfvLKwq4lcDWxcPlu9cSKYx6z5XKnL3AjyfoFv19vi5l9NwRClQCrhEREREREQeQgaDARuX4pR65lWuHf+Zc+vnkJ585Jbv8WjRk4upKWw+uv0BVSlyZ3xcS9O1WluCvQLJzMoENBxRCpYCLhERERERkYeUwSo7AHDw9se7x0Qu/fhfLmxeQObli7m2dSgXiG2xEnz2w1Iysu5uWKPI/eLh6EaHwEga+tYl6/97FerpiHI/KOASERERERF5yJnm5wpqSNEnw/hrx5f8lbiKrGuXTNsUf7oXl9KvsDHp28IqU8TEyc6RqMotaOXfBAMGDAYD1gYFW3L/WETAlZycTIMGDXItf/fdd2nXrh2//PILY8eOZd++fbi7uxMdHU23bt0KoVIREREREZH7x2BljcHKmmKhbXCt08oUdNm4lcLGozSf/7iC65nXC7tMeYzZWdvy9BONaF+lJXbWdlhbaRiiPBgWEXAdOHAAe3t7NmzYYHqELoCzszMXLlyge/fuNGnShFGjRrFnzx5GjRqFk5MT7du3L8SqRURERERE7o9/Bl3G9FSuXb/G+sNbCrs0eUwVtXOiRcWGtPJvgqOtI1Y3fHYXeRAsIko9dOgQvr6+lChRAk9PT9PLwcGBpUuXYmtry+jRo/Hz86N9+/ZER0cTHx9f2GWLiIiIiIjcVwYra6xs7TE6OGJnbUfnqm3wcHQr7LLkMeLp6E734Of48F/v8mxgK4raOT2wcKtJkyb4+/vz0Ucf5bn+zTffxN/fn2nTphXYMZ9//nmef/75fL03MTERf3//m76uXLlSIDX6+/uzYsWKm66fNm0aTZo0KZBjPUwsogfXwYMH8fPzy3Pdzp07qVOnDjY2f59K3bp1mTlzJmfPnqV48eL5OqaNzb1lf9bWFpEdykPoYWg7D0MNYpkehrbzMNQglkltR0QsmY21LQBPVWzAUxUbsuVYIp//sp6Tl04XcmXyqCpXrAxRlZ8itGxNjEZjoU0cb2try7p16+jevbvZ8oyMDNavX282CuxhsWzZMry8vHItd3R0fCDHj4mJoUuXLg/kWA+SRQRchw4dws3NjS5dunDkyBHKlSvHSy+9RIMGDTh9+jSVKlUy275EiRIA/PHHH/kKuKysDLi5ORVI7SJ3y8WlSGGXIJJvar9iydR+ReRRkBMy1C9Xh4a+ddl1ai/rftvET6cPYMRYyNXJoyCwhD9RAS0IKhVAZlYmVgYrKMQMKTQ0lC1btnD69GlKlSplWr59+3YcHR0pUqRg/3739PS859DM3d0dT0/PAqro7jk5OeHk9OhlHg99wJWRkUFSUhIVK1Zk+PDhFC1alC+//JJevXrx0UcfkZqaip2dndl77O3tAUhLS8vXMbOyjKSkXL2nuq2trfQPZcmXlJRrZGZmFWoNar+SX2q/Ysnutf26uBRRLzAReWjkBF3BXk9SyzuIM1fOsfbXzWw68h2X0gtmGJQ8PmysbKjjXZ2ogKfwdfMhMysToNB6bd0oKCiIw4cPs3btWqKjo03L16xZQ0REBF999ZXZ9rt372by5Mns3bsXd3d3GjduzODBgylatCiQPeyxS5cu7Nmzh61bt2JnZ0dkZCTDhw/HxsYGPz8/U8B17do13nnnHTZt2kRKSgp+fn706dOHp5566p7OacOGDcycOZNff/2VzMxMnnjiCQYOHEj9+vUBOHr0KGPGjGHPnj1kZWVRo0YNhg0bhr+/v2kfR44cITo6ml27dlGsWDG6du3Kiy++CGQPUfzss8/45ptvgOzOQZMnT2bbtm1cuXKFmjVrMnToUCpXrgzA8OHDAXBzc2PlypVcvXqVunXrMnr0aEqWLHlP51qQHvp/hdnY2JCYmMjixYupW7cugYGBvPrqq4SHh5OQkICDgwPp6elm78kJtu6le19GRtY9vQr7A55YrszMe2t7BfFS+5X8UvsVS3av7VdE5GGUE0AUd3SnS7UoZrYZT7+QaCp5VCjkysQS+LiW5t/Vn2FWmwkMqNeDsq7ewMMRbN0oIiKCtWvXmr5PT09nw4YNtGrVymy7AwcO0L17d+rXr8+qVauYNGkS+/fvJyYmBqPx7x6OsbGx1K5dm1WrVjFs2DDmz5/P6tWrAejbty99+vQxbXfw4EHi4+NZs2YNDRo0YODAgfz+++/5Ppd9+/bx8ssv06pVK7744guWLl2Ku7s7w4YNM2UfgwYNomTJkixfvpxly5ZhZWVFv379zPYzf/58oqKiWLNmDZ06dWLKlCls27Yt1/EuX75Mp06dSE5OZsaMGSxevBgHBwe6du3KyZMnTdutXr2aixcvMn/+fGbNmsX+/fuZOnVqvs/zfnjoe3ABeXade+KJJ9i6dSulSpXizz//NFuX8/3DlCSKiIiIiIgUFoPBgAEDVgYrwsrWooFvCCf+OsXaXzex5dgOUjPyN/pFHj1FbByoV7YWzfzC8XMvR2ZWpinQsrJ6OPvIREREkJCQQHJyMiVLluTbb7/F3d2dKlWqmG2XkJBAWFgYvXv3BsDX15fJkyfTrFkzduzYQUhICADh4eF069YNAB8fH+bNm8fu3buJiooy29/x48dxcnLCx8cHFxcXXnnlFWrXro2rq+st623dunWuYY6zZs2iVq1aWFtbM3LkSDp37mxa161bN1544QXOnTuHl5cXx48fp169enh7e2Nra8u4ceNISkoiKyvL9DPq3Lmzqd4+ffowZ84c9u3bR2hoqNlxV61axYULF1ixYgXu7u4ApmuyYMEChg0bBoCzszOjR4/G1tYWPz8/WrZsyebNm295ng/aQx9w/frrr3To0IEZM2aYGhtkp5oVK1YkICCAxYsXk5mZibV19k23fft2ypcvj4eHR2GVLSIiIiIi8lDKCSu8XbzoWbMT3ao/w6aj2/hv0nckXTheyNVJYalcvCJNKtSjXtla2FrZmOZse9h6a+UlMDAQHx8f1q1bR7du3VizZk2u3lsAP//8M8eOHSM4ODjXusOHD5syh38+5M7Z2Znr16/nes8LL7xA7969CQ0NJSgoiLCwMCIjI3F2dr5lvfHx8bk65OR8HxAQgKurK/Hx8SQlJXHs2DEOHDgAQGZm9tDQgQMHMm7cOBYuXEidOnWoX78+rVu3NgsgfX19zfbv4uKS5zROhw4dwtfX1xRuATg4OBAUFMShQ4dMy8qWLYutre1tr0lheugDLj8/PypUqMDo0aMZNWoUbm5uLF26lD179rB8+XI8PDyYPXs2b7zxBj179uSnn35i7ty5jBo1qrBLFxEREREReWhZ/X8PEnsbO5pVCKdFxYacuXKercd28N2JXRy7mP9hVmIZijm40MA3hOZ+9SlZ1NOst5ahMGeOz4ecYYodOnRg48aNLFu2LNc2WVlZREZGmnpw3ejGgOef83wDZkMYcwQHB7N582a+/fZbtm3bxsqVK5kxYwazZ8/O1VPqRqVLl6ZMmTJ5rtuxYwc9evSgUaNG1KxZk8jISK5du0bfvn1N23Tp0oWnn36azZs3s23bNuLi4pgxYwYrV640PWgvpwPQ7c4hr2WQfa1sbP6OjPK6Jg+bhz7gsrKy4sMPP2Ty5MkMGDCAlJQUqlSpwkcffWR6euLs2bMZO3Ysbdu2xdPTk2HDhtG2bdtCrlxERERERMQy5IQank7u/Ktyc9pWeZrky2dNYdeJv04VcoVSUEo4FadOmWrULVODJzzKY8RoCrMsobfWzURERBAfH8/y5cvx8fHJ1QsLsqc6+u233yhXrpxp2eHDh5k4cSKDBg26bc+rf4qLi6NmzZo0bdqUpk2b8tprr9GqVSvWrVt3y4DrVubMmUNISAjTpk0zLZs3bx6QHUadO3eO999/n169etGuXTvatWtHcnIyDRo0YMeOHbRs2fKujufv78/KlSs5d+6caRRcWloa+/btyzUk82H30AdcAMWLF+fdd9+96fqgoCCWLFnyACsSERERERF5NOWEHCWLFicqoAXtn2zJH5f+NIVdJ1NOF3KFcrfKFfOmjnd16vrUwMe1NFnG7Iej5MzN9igICAigXLlyTJ482fS0wH+KiYmhS5cujBo1iq5du5KSksKoUaNITU3NNaTvTpw4cYJVq1YxZswYypYty48//sipU6fyHAJ5p7y8vNiwYQM7d+6kVKlSJCYmEhsbC2RPnu/l5cWmTZs4fvy46emPK1aswNbWlsDAwLs+XmRkJDNnzmTAgAEMHToUOzs73n//fa5evUqHDh3yfR6FwSICLhEREREREXnwcsKuUkU9aVclgmcDW3My5TTbT+zmp+RfOHTuCJlZmYVcpfyTwWCgkkcF6pSpTmiZGhR3ciczKxMrQ/YcTTl/PmoiIiKYMWPGTXsxVa9endmzZxMbG0vbtm1xdHQkNDSUV199NV9D8N566y0mTJjA0KFDuXjxIt7e3gwZMoQ2bdrk+xz69+/P2bNnTcMoK1asyLhx4xg6dCh79+7Fz8+PWbNmMWHCBKKjo7l27RoBAQHEx8dTtmzZuz6es7Mz8+fPZ/z48URHRwNQs2ZNFi1ahI+PT77PozAYjDcbcPkYy8zM4vz5K/e0DxsbK9zcnHg9dg1HT14ooMrkUebr7ca4V1py4cKVQn/cfE77/fnj0VxL1kSjcntFSpalyr/ffKja71urJnLsnOYOkdsr51GGUf8aes/t193dCWvrR/MDg4jIjYxGI1nGLKytrEnPSGf/mV/58fTP/HT6F35P+aOwy3tsuRVx5ckSlXiyhD91vKvhbF+UjKxMbCx42KHI3VAPLhEREREREbljBoMBa0N2aGJnY0e1kgFUKxWAlcGKv1Ivsef0fn46/Qt7kw9wMTWlkKt9dHkUcaNKiSeoUqISVUtWpoRT9vxJGVkZ2Fhlf9RXuCWPEwVcIiIiIiIikm9WVn/3XnV1cCa8bG0a+tYF4GTKaX46/Qu/nT9K0vnjnLqcfNOntsmteTi6ZffQ8swOtIo7ZT/175+9tHLCLZHHjVq+iIiIiIiIFJgbn8Tn7VKKkkWLE2HVGIC0jHSOXDjOb+ePcvj8cZLOH+P05TMYUeh1I09Hd8oWK4NvMW/KFSvDEx7l8XB0A/IKtNRLSwQUcImIiIiIiMh9dGOPInsbO/yL+1HRw9e0PDUjjaTzx029vE5eOk3y5TOkZqQVVskPjL21HT6upSlXrAzlinlT3q0s5Yp542BjD/D/E/gbsL6hl5wCLZG8KeASERERERGRB8ZgMGBj+PujqIONPQGeFalUvLxZGHY5/QqnL53h1KVkki+f4fTlMyRfPsvpy2dISbtUGKXfNQMGijm4UNzJneKObhR3dM9+OblTztUbTycPDAYDRqORTGNmruGF1gqzRO6YAi4REREREREpVP8MvQCK2jlR0cOJ8m4+GDHvuZSWkc6fV7LDrstpV7iUfoVLaZe5nH6Fy+lXuZR2mUvpV0zrMrIyCq5WDDjY2lPU1hFHO0eK2jniaFsEF3vn/w+v3CjhVJwSTh4Uc3AxC6kys7IwGrOwsrLGymC45fmLyN3RHSQiIiIiIiIPrbx6MdnbZA/tK+PiRaYxC4xGDAYDVgYrDDcERznSM69zJf0q6ZnXMWIkKyuLLGNW9tfGLLKMOX9mvzKzsgAj9jb2ONjYY29jh721HXbWdthZ2+Z5jJxeWAYMN+15lT3U0CrPdSJybxRwiYiIiIiIiEXK7vl0+2F8dta22BVxfQC16CO2SGFRdCwiIiIiIiIiIhZNAZeIiIiIiIiIiFg0BVwiIiIiIiIiImLRFHCJiIiIiIiIiIhFU8AlIiIiIiIiIiIWTQGXiIiIiIiIiIhYNAVcIiIiIiIiIiJi0RRwiYiIiIiIiIiIRVPAJSIiIiIiIiIiFk0Bl4iIiIiIiIiIWDQFXCIiIiIiIiIiYtEUcImIiIiIiIiIiEVTwCUiIiIiIiIiIhZNAZeIiIiIiIiIiFg0BVwiIiIiIiIiImLRFHCJiIiIiIiIiIhFU8AlIiIiIiIiIiIWTQGXiIiIiIiIiIhYNAVcIiIiIiIiIiJi0RRwiYiIiIiIiIiIRVPAJSIiIiIiIiIiFk0Bl4iIiIiIiIiIWDQFXCIiIiIiIiIiYtEUcImIiIiIiIiIiEVTwCUiIiIiIiIiIhZNAZeIiIiIiIiIiFg0BVwiIiIiIiIiImLRFHCJiIiIiIiIiIhFU8AlIiIiIiIiIiIWTQGXiIiIiIiIiIhYNAVcIiIiIiIiIiJi0RRwiYiIiIiIiIiIRVPAJSIiIiIiIiIiFk0Bl4iIiIiIiIiIWDQFXCIiIiIiIiIiYtEUcImIiIiIiIiIiEVTwCUiIiIiIiIiIhZNAZeIiIiIiIiIiFg0BVwiIiIiIiIiImLRFHCJiIiIiIiIiIhFU8AlIiIiIiIiIiIW7ZEIuLKysoiLi6N+/fpUr16dF154gRMnThR2WSIiIiIiIiIi8gA8EgHXBx98wMKFCxkzZgyLFy8mKyuLnj17kp6eXtiliYiIiIiIiIjIfWbxAVd6ejpz5syhf//+NGrUiMqVK/Pee+9x+vRp1q9fX9jliYiIiIiIiIjIfWYwGo3Gwi7iXvz00088++yzrF27lvLly5uWd+rUiUqVKjFq1Ki73qfRaCQr694ui8EAVlZW/HU5lczMrHvalzwerK2tcC3qQFZWFoV9V+a03+tXUjBmZRZuMWIRDFbW2Dq5PFTtN+XaJTLUfuUO2FhZ41LE+Z7br5WVAYPBUHCFiYiIiMgdsynsAu7V6dOnAfDy8jJbXqJECdO6u2UwGLC2Lph/oLoWdSiQ/cjjw8rq4elYaevkUtgliIV5mNqvSxHnwi5BLMzD1H5FRERE5O5Y/L/krl27BoCdnZ3Zcnt7e9LS0gqjJBEREREREREReYAsPuBycMjuIfXPCeXT0tIoUqRIYZQkIiIiIiIiIiIPkMUHXDlDE//880+z5X/++SclS5YsjJJEREREREREROQBsviAq3LlyhQtWpTExETTspSUFH7++Wdq165diJWJiIiIiIiIiMiDYPGTzNvZ2dG1a1cmTZqEu7s73t7eTJw4kVKlSvHUU08VdnkiIiIiIiIiInKfWXzABdC/f38yMjIYMWIEqamp1K5dm4SEBGxtbQu7NBERERERERERuc8MRqPRWNhFiIiIiIiIiIiI5JfFz8ElIiIiIiIiIiKPNwVcIiIiIiIiIiJi0RRwiYiIiIiIiIiIRVPAJSIiIiIiIiIiFk0Bl4iIiIiIiIiIWDQFXCIiIiIiIiIiYtEUcFmgJk2a4O/vz0cffZTn+jfffBN/f3+mTZtWYMd8/vnnef755/P13sTERPz9/W/6unLlSoHU6O/vz4oVK266ftq0aTRp0qRAjiV/69evH88++2yu5c899xz+/v7s2LHDbPmqVauoXLky586de1Al3pXff//9tm3pVoYPH37Ttt6/f/8CqXHFihX4+/vfcpsmTZoU6O8AydvNrvM777xDQEAAn3322S23y3E3v5+GDx9+y21z/o7I6zV//vw7Osad1HCrvxNy7qPExMQCOZ6IiIiIyO3YFHYBkj+2trasW7eO7t27my3PyMhg/fr1GAyGQqrs5pYtW4aXl1eu5Y6Ojg/k+DExMXTp0uWBHOtxEhoayrvvvktqaioODg4AXLx4kb179+Ll5cWWLVuoU6eOafudO3dSuXJlPDw8CqvkW8q5d+7lHgoODs4zzLC3t8/3Pu/Wp59++kCPJ3975513WLRoERMnTqR169ZAwf487qRtxsTEEBMTk2t50aJFC6SG2/Hy8mLr1q24uro+kOOJiIiIiCjgslChoaFs2bKF06dPU6pUKdPy7du34+joSJEiRQr0eJ6envccmrm7u+Pp6VlAFd09JycnnJycCu34j6q6dety/fp19u7dS+3atQH47rvv8PDwoH379mzcuJHBgwebtt+5cyeNGjUqpGpvz8PDAysrq3tqq7a2toXa1iH7fpMHb+zYsSxevJgpU6bQokUL0/KC/HkUL16cEiVK3HIbR0fHQm2D1tbWhX4PiIiIiMjjRUMULVRQUBClS5dm7dq1ZsvXrFlDRERErjBq9+7ddOnShaCgIBo1asSoUaO4fPmyaX2TJk1ISEjg5ZdfJjg4mJCQEN555x0yMjIA8PPzw8/PD4Br167xxhtvEBYWRtWqVYmKimL9+vX3fE4bNmzg2WefpXr16lStWpV27dqxZcsW0/qjR4/So0cPatasSXBwMD169ODgwYNm+zhy5AjR0dFUrVqV+vXrM3PmTNO6fw4B+uOPPxgyZAhhYWFUr16dHj16cODAAdP64cOHM3z4cCZMmEBoaCjVqlXjxRdfJDk5+Z7P9VHi5+dHyZIl2b17t2nZli1bCA8PJzw8nAMHDnD27FkAzp8/z+HDhwkPDwcgNTWVqVOn0rRpU6pWrUqbNm1Yt26daT8rVqygefPmLF68mEaNGlGtWjX69+9PcnIyQ4YMITg4mAYNGvDpp5+a3mM0Gpk1axZNmzalWrVqtGnThlWrVpnWJyYmUqVKFTZv3kzr1q0JDAzk6aefZsOGDQA4ODjg7e1NxYoVAfjpp5/o3LkzwcHB1K5dm5dffplTp07d0zVLT09nwoQJNGnShMDAQOrUqcMrr7zC+fPnTdusXLmSVq1amdry2LFjSU9PN9vPihUraNasmel++fHHH03r/jkkbtOmTTz33HMEBwcTHh5u6nWXw9/fn08//ZTo6GiCgoIIDw9n+vTp93Sej5tx48axePFi4uLizMItyP3zWLJkCc2bNycoKIjevXvz119/mW2/efNm2rVrR7Vq1QgNDWX48OGmbW78fZxfp06dYuDAgYSGhvLkk0/SoEEDJk6cSFZWFgCZmZlMnDiRhg0bmu6RRYsWme3j+vXrTJgwgbp161K9enX69Oljutf/OUQxMzOTuXPn0qJFC6pWrUqLFi3M9ne7+1JERERE5HYUcFmwiIgIs4ArPT2dDRs20KpVK7PtDhw4QPfu3alfvz6rVq1i0qRJ7N+/n5iYGIxGo2m72NhYateuzapVqxg2bBjz589n9erVAPTt25c+ffqYtjt48CDx8fGsWbOGBg0aMHDgQH7//fd8n8u+fft4+eWXadWqFV988QVLly7F3d2dYcOGmT7UDxo0iJIlS7J8+XKWLVuGlZUV/fr1M9vP/PnziYqKYs2aNXTq1IkpU6awbdu2XMe7fPkynTp1Ijk5mRkzZrB48WIcHBzo2rUrJ0+eNG23evVqLl68yPz585k1axb79+9n6tSp+T7PR1VoaCg//PCD6futW7cSFhZGUFAQzs7ObN26FYBdu3bh4OBAzZo1geyf6cqVKxk5ciSrVq2iWbNmvPLKK2Yfak+dOsXatWuJj48nLi6OjRs3EhkZyZNPPsny5ctp0KABb7/9NhcuXADgvffeY9GiRYwcOZIvvviCbt268fbbb7NgwQLTPnM+vL/xxhusXr2aSpUq8eqrr5rmg9uwYQOlSpUiMzOTF1980XRfzJ07l1OnTvH666/f0/X6z3/+w/r16xk/fjzr1q1j/PjxbN++nRkzZgDZ9+yIESN4+eWXWbduHePGjePzzz9n9uzZZvtZunQpU6ZMYfny5djZ2TFgwIA8j/f111/z0ksv0ahRI1asWMGoUaNYs2YNgwYNMttuwoQJtG3bli+//JKuXbsybdo0vv/++3s618fF+PHj+fjjj+nZs+dt59JavXo1o0ePJjo6ms8//5waNWqYtc/z58/Tr18/2rdvz5o1a5g+fTrff/89//nPfwCIiopi7Nix91TvSy+9xKVLl/joo49Yu3YtMTExzJ49m2+++QaAhQsXsnbtWt577z3WrVtH165defvtt9m5c6dpHz/88AMpKSksXLiQmTNnsmfPHlONeV2fDz74gH79+vHFF1/QpUsXxo4dy9y5c03b3O6+FBERERG5FQ1RtGAREREkJCSQnJxMyZIl+fbbb3F3d6dKlSpm2yUkJBAWFkbv3r0B8PX1ZfLkyTRr1owdO3YQEhICQHh4ON26dQPAx8eHefPmsXv3bqKiosz2d/z4cZycnPDx8cHFxYVXXnmF2rVr33auldatW+fqWTZr1ixq1aqFtbU1I0eOpHPnzqZ13bp144UXXuDcuXN4eXlx/Phx6tWrh7e3N7a2towbN46kpCSysrKwssrOajt37myqt0+fPsyZM4d9+/YRGhpqdtxVq1Zx4cIFVqxYYRo6lHNNFixYwLBhwwBwdnZm9OjR2Nra4ufnR8uWLdm8efMtz/NxlDMPl9Fo5ODBg5w5c4awsDCsra1Nw2mjoqL4/vvvqVWrFvb29hw+fJiNGzfy4YcfmoYsvvzyyxw4cIAPP/yQZs2aAdnzyo0cORI/Pz8qVapE5cqVsbW1Nc0/1717d5YtW8bRo0ext7dn7ty5TJkyxbTPsmXLcvLkSRISEszmYBswYICpXfTp04d169Zx6NAhgoODTdtcvnyZCxcuUKJECby9vfHx8WHq1Km3nSB/586dZvsBKF26NF9++SUAVatW5emnn6ZWrVoAeHt7U69ePQ4dOgRk934xGAx4e3tTunRpSpcuTUJCQq75k8aOHWvqydOjRw/69evHuXPncs1vFh8fT/PmzU0hdfny5TEajfTt25fffvvN1FstKiqKNm3aANC7d28SEhLYvXu3aeip5G3p0qWkpKRQo0YN5s+fzzPPPIO3t/dNt583bx4tW7Y0tcdevXqxZ88eUw/S5ORk0tPTKV26NN7e3nh7e/Phhx+SmZl5xzXNnDmTOXPmmC2LjIxk9OjRpKam0qZNGyIiIkzzIkZHRzNr1iwOHjxIs2bNOH78OI6OjpQpU4YSJUrQtWtXKlSoQPny5U378/T0ZMyYMVhZWVGhQgVatmzJd999l6uWy5cvs2jRIoYPH05kZCSQ/ffQ77//Tnx8PP/+979N297JfSkiIiIikhcFXBYsMDAQHx8f1q1bR7du3VizZk2u3lsAP//8M8eOHcvzA8Lhw4dNAdc/h7w4Oztz/fr1XO954YUX6N27N6GhoQQFBREWFkZkZCTOzs63rDc+Pp6SJUuaLcv5PiAgAFdXV+Lj40lKSuLYsWOmD3s5H+oGDhzIuHHjWLhwIXXq1KF+/fq0bt3aFG5B9oemG7m4uJCWlparlkOHDuHr62s2L46DgwNBQUGmkAGywxFbW9vbXpPHXWhoKBcvXiQpKYmtW7dSpUoV07UNCwszDXXbuXOnqY3mDC/N6c2Vo3bt2kyZMsVsWdmyZU1fOzo6mj2sIGfi7vT0dH777TfS0tIYPHiwWbvIyMggPT3dbEhehQoVTF/nBEf//Nm6urrSs2dPxowZQ1xcHHXr1qVhw4ZERETc8noEBgYyadIks2U2Nn//um3Tpg3fffcdkyZN4ujRoyQlJXHkyBFT4FW/fn2Cg4N55plnKFOmDGFhYTRt2pTAwECzfd7Y3l1cXADMzjHHoUOHcv1uyJn4/9ChQ6aA605/B4i5y5cvEx8fj7+/P5GRkQwePJj58+eb/cxvlNfPIzg42PQ7LyAggNatW9O7d288PT0JCwujUaNGNG/e/I5r6tixY66nHOa085zeqmvXruWnn37i2LFjHDx4kLNnz5qGKHbp0oUNGzbQsGFDAgICCAsLo1WrVmbhadmyZc3uM1dX1zzbX1JSEtevX891r9epU4ePP/7YLDC+k/tSRERERCQvGqJo4XKGKaalpbFx40ZatmyZa5usrCwiIyNZuXKl2Wv9+vWm/00HsLOzy/XeG4cw5ggODmbz5s3ExcXx5JNPsnLlSlq2bJnnUMAblS5dmnLlypm9cp66t2PHDlq0aMHevXupXLky/fr1Y+LEiWbv79KlC//73/8YMWIEzs7OxMXF0apVK9OcL5A9sfGdnENeyyD7Wt34oTSvayK5lSxZkvLly/PDDz/w7bffmubYguyegX/++Sf79+/nwIEDhIWF3XJfRqMxVzBwY8gImH2o/ud7AaZOnWrW1levXs369evNfp532t6HDBnCN998w4ABAzAajYwZM4b27dvnmg/rRg4ODrna+o09et58800GDhzI9evXadKkCZMnTzYLPOzt7fnkk0/47LPP6NChA0ePHqV37965hkbeS3vPCTJu195vdq/I37p160ZISAjFihXj3XffZc+ePXk+RfNGOdc/xz/b+OTJk/nqq6/o2bMnFy5cYOjQofTo0eOOa3J1dc3VBnPCqatXr9KxY0c+/PBDXFxcaNu2LQsXLjR7YImvry/r169n9uzZ1K1bl02bNhEVFcVnn31m2iav9peXW/2+BbVBERERESkYCrgsXEREBLt372b58uX4+PjkOfHwE088wW+//Wb2QScjI4N3332XP/74466PGRcXx65du2jatCkjRoxg3bp1pp5k+TVnzhxCQkKYNm0a0dHRhIWFmWozGo2cO3eO0aNHc/36ddq1a8fEiRNZtWoVZ86cYceOHXd9PH9/f44ePWrWcyAtLY19+/aZerPI3alXrx67d+/mhx9+MAuxvL298fX1ZcGCBbi7u+Pv7w9g+nPXrl1m+9m5c2e+fwYVKlTAxsaGU6dOmbX3zZs3k5CQcNNg7GaSkpJ466238PDwoFOnTsTFxTF79mwOHz5s9kCCu3HhwgWWLFnCW2+9xWuvvUa7du0ICAggKSnJ9EF+8+bNTJ8+nSpVqtCrVy8++eQT+vfvz5o1a/J1TH9/f7OHAACmuZTudbJyMQ9owsPD6dq1K/Hx8TcN/QMCAnL9PPbu3Wv6+scff2TcuHFUqFCB6Oho4uPjGTduHNu3b7/t8Ng7sXXrVvbv329qVy1btqRo0aKcO3fO1AY/+eQT1q9fT1hYGMOGDeOLL74gNDQ0X23Qz88PW1vbPO91T0/P2w5vFxERERG5Ewq4LFxAQADlypXL1QPkRjExMfz888+MGjWKw4cP88MPPzB48GCOHj2aa0jfnThx4gRvvfUW27Zt4+TJk6xbt45Tp07d0xwpXl5eHDx4kJ07d/L777+zfPlyYmNjgeyhZ66urmzatIkRI0bwyy+/cOLECRYvXoytrW2uYVt3IjIykmLFijFgwAB++uknDhw4wJAhQ7h69SodOnTI93k8zkJDQ/nqq68wGAzUqFHDbF39+vX56quvCA0NNc3D5ufnR+PGjRk1ahSbNm3iyJEjTJ8+nY0bNxITE5OvGpydnenYsSOxsbF8/vnnnDhxgk8//ZSJEydSokSJu96fm5sbX375JW+++SaHDx/myJEjfPbZZ7i6upoNpbobRYsWxdnZmY0bN5qGho0cOZL9+/ebeoXZ2try/vvvM3fuXE6cOMG+ffvYtGlTvu+xnj17sn79ej744AOOHDnCf//7X8aMGUPjxo0VcN0HQ4YMoXz58gwdOtTsyZg5evXqxddff83s2bM5evQo8+bNM/sPgqJFi7Jw4UImTpzIsWPHOHToEGvWrMHX1xc3N7d7ri+np9aqVas4efIkO3fupE+fPly/ft3UBs+fP8/o0aPZuHEjJ0+eZMuWLfzyyy/5aoNFixalQ4cOxMXFsXr1ao4dO8aCBQtYuHAhMTExueZmFBERERHJD83B9QiIiIhgxowZeQ5PBKhevTqzZ88mNjaWtm3b4ujoSGhoKK+++mq+huC99dZbTJgwgaFDh3Lx4kW8vb0ZMmSIaXLq/Ojfvz9nz541TYRfsWJFxo0bx9ChQ9m7dy9+fn7MmjWLCRMmEB0dzbVr1wgICCA+Pt5sfqY75ezszPz58xk/fjzR0dFA9lxQixYtwsfHJ9/n8TgLCQkhNTWVhg0b5hpuFR4ezrx583INT5wyZQpTpkzhjTfeICUlhUqVKjFt2rS7mmvon1577TXc3NyIjY3lzz//xMvLi/79+9OzZ8+73pebmxuzZs1i8uTJPPfcc2RmZlK9enU++uijXBO+3ylbW1tiY2MZP348kZGRuLq6EhISwqBBg5g5cybXrl2jXr16jB07ljlz5vDee+/h4OBAw4YNGT58eL6O2aJFC6ZMmcKMGTP44IMPcHd3p3Xr1vTv3z9f+5Nbc3Bw4D//+Q8dO3Zk+PDhzJw502x9o0aNmDx5MtOmTSM2Npbq1asTExNjemqtn58f06ZNY/r06SxcuBArKyvq1q3LrFmz7roXYl6CgoJ47bXXmDt3LlOnTqVkyZK0bNkSLy8vU0+yfv36cf36dd555x3OnDmDp6cnnTp14sUXX8zXMXPuy0mTJnH27Fl8fX158803ee655+75fEREREREAAxGTW4hIiIiIiIiIiIWTEMURURERERERETEoingEhERERERERERi6aAS0RERERERERELJoCLhERERERERERsWgKuERERERERERExKIp4BIREREREREREYumgEtERERERERERCyaAi4REcBoNBZ2CSIiIiIiIpJPCrhExGLt3buXoUOH0qhRI4KCgmjWrBkjR47kxIkTd7WfX3/9lU6dOt2nKkVEREREROR+U8AlIhZpwYIFdOzYkXPnzjF48GBmzZpFr1692LFjB8888wwHDhy4432tXbuWH3744T5WKyIiIiIiIveTTWEXICJyt3bt2sXYsWPp0qULb7zxhml5SEgIzZo1Iyoqitdff50VK1YUYpUiIiIiIiLyoKgHl4hYnISEBJydnRk0aFCude7u7gwfPpymTZty9epVUlNTmTx5Mk899RSBgYHUqFGD7t2788svvwAwbdo0pk+fDoC/vz/Tpk0DICsri/j4eJo3b05gYCAtWrRg3rx5edbStGlTgoKC6NixI9988w3+/v4kJiaattm7dy89evQgJCSEGjVq0Lt3b3799VfT+sTERPz9/Vm8eDGNGzemRo0abNiwAX9/f7Zu3Wp2vJ07d+Lv78+uXbvu/UKKiIiIiIg8ItSDS0QsitFoZOvWrTRp0oQiRYrkuU3Lli1NX/fv35+dO3cyaNAgypYty7Fjx4iNjWXw4MF8+eWXPPvss5w+fZpPP/2UJUuWUKpUKQDefvttVqxYwYsvvkhwcDDff/8948aNIyUlhb59+wIwffp03n//fXr06EHdunXZsmULAwYMMKtl+/bt9OzZk5CQEMaNG0daWhozZ86kY8eOLF26FD8/P9O206dPZ8SIEaSmplKvXj1KlCjB559/Tnh4uGmblStX4uvrS82aNQvqkoqIiIiIiFg8BVwiYlEuXLhAWloaZcqUue226enpXLlyhREjRphCrzp16nD58mXGjx/P2bNnKVWqlCnUql69OgBHjhxh6dKlDBo0iF69egEQHh6OwWBg5syZdO7cGXt7e2bNmkWXLl0YMmSIaZtr166xZMkSUw2TJ0+mXLlyxMfHY21tbdquefPmxMXFERsba9q2c+fOPP3006bv27Zty7x587hy5QpOTk6kpqby1VdfmWoSERERERGRbBqiKCIWJSckyszMvO22dnZ2JCQk0LJlS5KTk9m+fTuLFy/mv//9L5AdgOVl+/btGI1GmjRpQkZGhunVpEkT0tLS2LVrF3v27CE1NdUskAJo3bq16eurV6+yd+9eIiIiTHUDuLi40LhxY3bs2GH23oCAALPv27dvz9WrV/n6668B+Prrr7l69SpRUVG3PXcREREREZHHiXpwiYhFcXV1xcnJiVOnTt10m6tXr3L9+nVcXV3ZsmUL48aNIykpCScnJypXroyjoyOQPdwxLxcvXgSgVatWea5PTk7G1dUVyJ7z60YeHh6mry9duoTRaKR48eK59lG8eHEuXbpktiynrhzlypWjTp06rFy5kqioKFauXEm9evUoWbLkTc9dRERERETkcaSAS0QsTnh4OImJiaSlpWFvb59r/dKlS5kwYQLLli2jb9++NGvWjJkzZ+Lj44PBYGDBggVs2bLlpvt3cXEB4OOPP8bJySnX+tKlS3PkyBEAzp07R4UKFUzrzp8/b/ra2dkZg8HA2bNnc+3jzJkzFCtW7Lbn2r59e15//XUOHz7Mtm3bmDRp0m3fIyIiIiIi8rjREEURsTgxMTFcvHiRqVOn5lp35swZ5syZQ8WKFTl+/DhpaWn06tWLsmXLYjAYAEzhVk4PLisr81+FtWrVArLn+6patarpdf78eWJjY7l48SKVK1fG2dnZNHwwx/r1601fOzo6EhgYyFdffWU2pPLSpUts2rTpjiaKb9GiBUWKFOHtt9/GycmJZs2a3cEVEhERERERebyoB5eIWJzq1avzyiuvMHXqVA4fPkxUVBRubm78+uuvJCQkkJaWxtSpU7GxscHGxoaJEycSExNDeno6K1asYNOmTUD2UEb4u8fW6tWrqVatGv7+/vzrX/9i5MiRnDx5ksDAQI4cOcJ7771HmTJl8PX1xdramp49exIXF0eRIkWoU6cOO3bsYNGiRcDfodngwYPp0aMHvXr1onPnzly/fp34+HjS09NNT2O8lSJFitCqVSuWLFlCp06dsLOzuw9XVERERERExLIZjDebhEZE5CG3efNmFixYwM8//8xff/2Fl5cXoaGh9O7dGy8vLwDWrl3L9OnTOX78OK6urlSvXp1u3brx/PPPM3LkSLp06UJycjJ9+/blwIEDPPPMM7z99ttkZGQwc+ZMPvvsM06fPo2HhweNGzdmwIABpqGFRqORDz/8kCVLlnD27FmqVatG8+bNeffdd1mxYgVPPvkkAImJicTFxbFv3z7s7OyoVasWgwYN4oknnjCt79atG5988gkhISG5zvObb77hpZdeYtmyZQQFBT2YiysiIiIiImJBFHCJiORDRkYGq1evJiQkxBSmASxYsIB33nmHxMREU8+we/XWW2/x448/snLlygLZn4iIiIiIyKNGQxRFRPLBxsaGWbNm8fHHH/PSSy/h5ubGoUOHmDp1KlFRUQUSbn3yySckJSWxdOlSJk6cWABVi4iIiIiIPJrUg0tEJJ9OnDjBlClTSExMJCUlhdKlS/Ovf/2LF198EVtb23vef//+/dmyZQsdOnRg+PDhBVCxiIiIiIjIo0kBl4iIiIiIiIiIWDSrwi5ARERERERERETkXijgEhERERERERERi6aAS0RERERERERELJoCLhERERERERERsWgKuERERERERERExKIp4BIREREREREREYumgEtERERERERERCyaAi4REREREREREbFo/wf35eS1fEZF5QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "fig,ax = plt.subplots(1,2,figsize=(15,6))\n",
    "sns.set_theme()\n",
    "sns.countplot(x=\"Category\",data=df_data,ax=ax[0])\n",
    "ax[1].pie(df_data[\"Category\"].value_counts(),labels=df_data[\"Category\"].value_counts().index,autopct='%3.1f%%')\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结论分析：通过柱状图所示，横轴表示分类，纵轴表示各分类的计数，从图中可看到该数据集中的儿童服装的占比最高，通过饼图分析可看出三个分类占比相差不大，总体分布均匀。"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据集的产品与品牌分析 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Product Name', ylabel='count'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,pro_bra_ax = plt.subplots(1,2,figsize=(15,6))\n",
    "sns.countplot(x=\"Brand\",data=df_data,ax=pro_bra_ax[0])\n",
    "sns.countplot(x=\"Product Name\",data=df_data,ax=pro_bra_ax[1])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结果分析：通过柱状图的表示，数据集中品牌包含种类与产品包含种类较少。数据集中的每中品牌都占比大致相同，其中鞋子与牛仔裤占比相对较高。"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 查看价格与评分的分布情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Rating', ylabel='Count'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,pri_rat_ax = plt.subplots(1,2,figsize=(15,6))\n",
    "sns.histplot(data=df_data,x=\"Price\",kde=True,ax=pri_rat_ax[0])\n",
    "sns.histplot(data=df_data,x=\"Rating\",kde=True,ax=pri_rat_ax[1])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结果分析：从两个数据的分布来看，该数据集的价格与评分分布都较为均匀，并没有价格浮动很大或者是评分倾向与某一个段评分区间。"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 不同产品的平均价格与平均评分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/_3/jpjrs_894tvcsp4b3ktrwnj40000gn/T/ipykernel_22413/4156231410.py:6: FutureWarning: In a future version of pandas, a length 1 tuple will be returned when iterating over a groupby with a grouper equal to a list of length 1. Don't supply a list with a single grouper to avoid this warning.\n",
      "  for index,item in enumerate(Pro_data):\n",
      "/var/folders/_3/jpjrs_894tvcsp4b3ktrwnj40000gn/T/ipykernel_22413/4156231410.py:13: FutureWarning: In a future version of pandas, a length 1 tuple will be returned when iterating over a groupby with a grouper equal to a list of length 1. Don't supply a list with a single grouper to avoid this warning.\n",
      "  for index,item in enumerate(Pro_data):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x300 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x300 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Pro_data = df_data.groupby(['Product Name'])\n",
    "\n",
    "fig,pro_multi_fig = plt.subplots(1,len(df_data['Product Name'].unique()),figsize=(24,3))\n",
    "\n",
    "fig.suptitle(\"Price in different type of Brand\")\n",
    "for index,item in enumerate(Pro_data):\n",
    "    ax = sns.kdeplot(item[1]['Price'],ax=pro_multi_fig[index])\n",
    "    ax.set_xlabel(item[0])\n",
    "\n",
    "\n",
    "fig,rat_multi_fig = plt.subplots(1,len(df_data['Product Name'].unique()),figsize=(24,3))\n",
    "fig.suptitle(\"Price in different type of Brand\")\n",
    "for index,item in enumerate(Pro_data):\n",
    "    ax = sns.kdeplot(item[1]['Rating'],ax=rat_multi_fig[index])\n",
    "    ax.set_xlabel(item[0])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 不同品牌的平均价格与平均评分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/_3/jpjrs_894tvcsp4b3ktrwnj40000gn/T/ipykernel_22413/3921671587.py:6: FutureWarning: In a future version of pandas, a length 1 tuple will be returned when iterating over a groupby with a grouper equal to a list of length 1. Don't supply a list with a single grouper to avoid this warning.\n",
      "  for index,item in enumerate(Pro_data):\n",
      "/var/folders/_3/jpjrs_894tvcsp4b3ktrwnj40000gn/T/ipykernel_22413/3921671587.py:14: FutureWarning: In a future version of pandas, a length 1 tuple will be returned when iterating over a groupby with a grouper equal to a list of length 1. Don't supply a list with a single grouper to avoid this warning.\n",
      "  for index,item in enumerate(Pro_data):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x300 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x300 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Pro_data = df_data.groupby(['Brand'])\n",
    "\n",
    "fig,pro_multi_fig = plt.subplots(1,len(df_data['Brand'].unique()),figsize=(24,3))\n",
    "\n",
    "fig.suptitle(\"Price in different type of Brand\")\n",
    "for index,item in enumerate(Pro_data):\n",
    "    ax = sns.kdeplot(item[1]['Price'],ax=pro_multi_fig[index])\n",
    "    ax.set_xlabel(item[0])\n",
    "\n",
    "\n",
    "\n",
    "fig,rat_multi_fig = plt.subplots(1,len(df_data['Brand'].unique()),figsize=(24,3))\n",
    "fig.suptitle(\"Rating in different type of Brand\")\n",
    "for index,item in enumerate(Pro_data):\n",
    "    ax = sns.kdeplot(item[1]['Rating'],ax=rat_multi_fig[index])\n",
    "    ax.set_xlabel(item[0])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 最受好评的前10样商品的分类占比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#TODO"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 价格与评分之间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Price', ylabel='Rating'>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6seI+Y80jWfY47TzzXg+jY7nmJFOzkd81uk/Lz1YyZ43cMNuwVu9ZohER3T19OJ4tOCbrfc+OTXDC7W8kvk/bCNSsd4aH58TKEBjpsKqWmnKuHNJ73Y2cFSRYUYptBixeF3OVdUVkcnlEwyJioYCpZ3BT3hdpLKqVSBSeBNY9HpQkLL26FalsHql0HvGYiHhERECRd8VzPYyMJRERIUgS1q6YY1lhg/Js3X79LM3vtpuZW+tZWic34eWuA1WkjnZ7831jx0ZY4fbXcykbMbL0xkciFQTsEXhWh8BIh5VFwNPCq5wVSlhRim0WLIaDmcq6+mgQ48+sR39/Evm8dhKrFsoVaTI9iLpYCDGCUieB9/kg5auoVSLpXVZY93hREPDG3sMYXR9FbrCIVHYQfQMZnD+pEQHFs5HWg9YILAYCunNfEAQ89EQXcZ6NynbafUo6W7Sd6WnBGhZTexY5QfzezTsNfydveEOSnsLgYTHziu+TSAVl6As88zwYdsSnSYdVq9SUV1WKnnIVgwEcHMgaUnxOwC4iP1qYNaicJH7UUqRaBotV56N8jXpP5DTfq3VZYcpvEgQcOprBS28cqKqyGttYhzN02nrQGoF5QcD6rV1Vv7F0QQtEDaMDsL4kn3S2aDvT04KH551kIL/cdaCqj5iR7+QJP2fH5VCLE8sWc3mc2Or8F70kMy3vjcyDQYIeD4ZdeS3yYe1cORf3LLsECR0DTc9bRQOtPICFlzbjqz/6Pb7+0CtYft/v8ODWLuQdzm1SA22ui52QlXVjXbhUtk0D5T7oXDkXyyx2u7PktNlxPli8Myz5NLmihMdf2EOkEXj8hT3IFTUMHR1PtDynxUAA65/YTfyN9U/sRjEwpCatmme9fUo6O9u270P7nAlVMtWsUW7m/JLye8qfJZPNY8sLe4gd52l+kzd8z44HQIoTH+pP48Etu2y1mFlIBVl4MOzMa1GWU2qBV4hJeSOKRUN4d38f1mx6rWJ9ZeG7YpHznBVK1Eo4TobdxI8sN2s7zgdr9ZlZT1t2sKBJI5AdLCAcJidvq3mio+EgJn+0AclcAZnskAdC6zdS2TzqQvp8ZMl0HikBtuQT8m7TY/T8uontmxa+Z8cDKAgC1j/RhRX3/Q63P/QyVtz3Ozz70ntYvmgGooSDbpXFLJMKkqBXMRKLiLh3805MGd+A1Ytn4/brZ2H14tmYMr4B927eiZgGh4VTh8bOCpnyG5EkSVj/RBfxRtS19zCSDnhJ9OCmaiIvgsUzZsf54FHtZMbTlslqe0u0Xid5oklVZQcOJzV/I5Uemnu9eUxmBg1VqdFC7WxlcgXs/Us/EuGgYe8l7W8A1eeX1gvpNpngrevWKQi1jSXfRMr7sciwSvmzkAqy8GDw4DQxU6niVP5GMq0TLky7z9hxMtelFsBisNjRQgJwpq9bIqbjTY6pF2iQPNGkogPdZN+YPh+ZkmfH6nxCwJqyeprfSA8W8M7+Piya10zsPWcn27cR+MaOy6Hl3ib1Y7G6bYMTiZ+sh4alUkUAcHHLWFxxyTAra99ABix3Nj3Di0bAuxG0JcI+qsFisNipVOwO78VCAc15+f/e/BD//lx36d/lfZhI7W1IRQdayb6tk5sQj4hAsWio4ggghx/N0gPYYWjSVgOms3nN3nPpbB5xUcn2bR0dAC3cKTV9lKDn3i7vx2KXxWxW4LEcWLOfZamgkAQB6wmflbv7njN+NFKZQe4s0vGIqCl8EwSyMTe04DBbTeSD3WBxwutiB1TnpbkJV1wyAff8vLqkWe7DRPJEk/pXbdu+D6uunQmgOp9w6YKWCmWvnOdIOIhXdn9IrDgCKvOlWOkBaOWuWXlAe35HxMPY/Otu1d5zN3acVzVuXvQMLBAkyeOngQMKhSL6+rTjtk4hlS9i2drfqb7+wNfmMien6UEUA2hoSDi6Uc1Cb/46V85VT/wkfLacaLD8sNOWCHcSjCf58+WGV14QqipEZOEbDQql9cgWJKIAvbGjBYP5ApJpexSfkWerNfA8H24xXNXg1PjKf1cuad62fR/RwOhc+beqPDvRiIgV9/2u6jNyK4xLWsca8krSyhe7zodZg8rI+FJ5CcvW/lb1uzpX/i3iYqXv2yodMnp0AsEgXeqx79mxEWYEhW7fqnAQdXLM2UVC0S1gqaAgfZaFaNBIxY0oSVi+UC0kNCRItEpr1z+xG1PKXPZWe1jc1Cnby7A7TGQETva2U3L+qPFfAdWJyeWfVetvJSf7fnrWR4flKUX4lTb8aMf5YPFiGxmfPgXJYEX1nyQIGMgUcKinD7GIiChDIjULfGPHJpgVFG5L8rICdreBKEcyM4g1m3YAoCudZCEaNFoiHCgWURcKoC508m8K4atF8qjM57KatbSW2l74qIabGk/qJ3Or57zxlqe032fH+TBqUJXLXb3HLh+fkWR6NzV/9o0di1C+keoTYTz8pHlBUavxeMCZNhAy9CooSJ8lxfzLoSW0zDT+01pzvRuWcqzWcjC5i1PDB1+4yXOn6+2OaJc0806kp5HPdpwPIwaVUu6uXjybeny03iw3GciAz7NjCQon45/L1p7kcehNMjNvmmWDdTPs6IRuhIFa/m15PUifZelJY4R3QrmHSNwdeiSPpLHScDCZ6XzsNk4NH3zhJoZsPc4fDTJ2AGTesvW/7GLixdGTz3acD1qDiiR35Yo0ElonNyEaHv5uWs4lu5jvaeFftziDtJH0vAFWMW+6HXbdFkkVFDve/iv+/D9Hcdt1M6t4IspvQMrP1ifClpcI6xmBcrUJqbRWhtJrJUNPIPrh1toCrxCx2zx32t4UdaPFKW+D3vnIcCgmYMkf0qpIa58zAdnBPGJlicA03iy3hbZ9Y4czSBtJzxuglTdSy3CqDUS6UMTEj4zCtpfeK3F0AMM8EQkFj40yadTqEmE9IzCZLaAR6iSParwfesYYqyKo5XAr4K5KKZqx8AwRR8PadAjRsEiV0MsTZpK5nQzHkc5HJCxi49NvYsefDpbeZ3aNWPKHyttPfOHvz8WhvlTpAnjv5p1Ys+QixBSyWG/+3WYg+8YOZ5A2kh5plVXMm26HU4chEhLx61f3Y8r4Bsxvm1Dh2fn1q/vx5avO0xTcrEpdT0joG4HDuTqqAvSZNyvKcmmMMR6KwM3VRCzQMhxodilPQ4nGiOHtwcgO5jV72ylv/m5FKpMvlZmT2H+t9jYoK8M6Fbw2gPVd1NXkaiZXwJYX9uCc8Q34waOvV7xmRhbbxexNC9/Y4QzSptBzEdIwb9KCVqi64Zbq1GHIDubxmYvOIjKA0gpuK5W60WqTqrEUi1jSPh3XfXaqofV1m9vZLaANK6qBp4eF1ojh7cFIpvOlm7/ygqB283cjEjFRk/1X6dW1ElZ5mfRkk5GiDcC8LHZbaNtVxs7777+Pjo4O3HHHHejo6CC+Z9u2bVi1alXV31988UWMGzfO6iHqgrSRZBfhDfOn40vzpyOVGTTEvEkLWqHqlnJApw6DJAlErhz531+aP92S36UFa7UJYM4Yc5vb2S2gDSuSwNvDQqsgeRuu8ahYuvmrve4FREKi5tlfvrDVtnCcU5cLLbm78NJmrNn0WsXfWGSx3y6CgMHBQaxcuRKpVErzfd3d3fjEJz6BdevWVfx99OjRVg6PGmobaerZo9E6qRFBSUK8LoxUvqhJjGVUeNAKVbeVAzqR51GUJGJIERgSekWdJEeroWcE6lWbANYQWNrtdnYLjIQVleB9e6dVkLwNV6v2ht0e5kwur3n2U9m85Yz0Muy8XCjnOR4KkuUugLUr5nBdD7e0i3CNsfPggw+irq5O93179uzBlClT0NRELpNzA2gUOG/hQStU3cSXIYN3SEhPgGay2gojk80PE/k5BLPVJoBfUcUbLCR2VnhYaF7nLV+sqCZywsOstx4HDidL+SpWj4XHGrEmqpPkbi3m3AEuMXZef/11PP7443j66acxd+5czfd2d3fj0ksvtWdgDNBT4LwVC61QrfW8DKpGmx4J15gxAvU8d1++8jwMJHOqgtEuT5sbcsZowRJWdMrDYoXhyrOayCkPs958l1fOOl2OrvebTiSqexmOS/WBgQHcdttt+Na3voUzzzxT873Hjh3DwYMHsXPnTjz22GPo7+9HS0sLVq1ahbPPPtumEfMDT8VCK1S9ouhpYYapupbDNXqeuwO9SV2aA6srqlhv9HYbSixhRbs9LOXzYIXhyquayCoPs14fJqPJuU6Uo9MUldDKOt18s1yhFLaLh4KQAM9cQozCcc125513YsaMGbjiiit037t3714AgCRJuPvuu5HJZLBhwwZ8/vOfx7PPPovGRrU0QX2IDjYpDAVF1FcYGcbzRRLBgM7tU0RQoH9fOeSusrTdZY2iIA31eUplBpGIhRAPB6nyUpQdv1cvnq0jQIuojw7dwlUVxtUtCAUEOJmzo4WCBBzPDgtz5VylTuQ0P19OcFleTUQz3zxQkICNT72JyR9rwBVzKqt6Nm57C1+58jzNsah1eb+powURCx9CBLBiQWtpn8ajISQiQ3Ovdz6M7DWas6A1FtK+VcqXgiSYOm9KDGT0DJbh86aE3j5NZfKoHxU1NB7avWGEm8rsWIxCTweYlXV68yyH7aLhIFYvvhBbX9xjydmyWofQwFFj5+mnn8bOnTvx7LPPUr1/5syZePXVV9HQ0ADhJLV3Z2cn5s6diyeffBJLliwxNY5AQEBDQ8LUZ92E5Ytm4MEtu6qE6opFM9A4Kmb4fUrU16u/ZhaHj6bx4NbqsSxfNANNGmM5nsrhRz/faYipOpPLY/yZ9aV/r7p2Jo6dyCKZHhL6I+siGBF3bwiPZq6SOnOgJLjc1X0YmXwR48aM4D9gAv7n8HF86kKNsv9CER9pIo/leCqHH23eqXqbXXXtTMvXT+s6pXU+aPaa0bNAc7U7nspV/G44FMRPnt6NHW8Ph51mTzsdS65qQW6wYOgsHOrp03xded7KkRwsavLdjEiEDclko3ujfD0i4SBeeuOAamUszViU88xTlpCejVbW0cqD9raJePyFPVXJ27zPlhU6hBaOGju//OUvceTIkao8nW9/+9v41a9+hY0bN1Z9Rll1FYvFMG7cOBw8eLDqvbQoFiUMDGhXgTkNphufVER/f9Lw+2QEgwHU18cwMJBGocAvk74gAQ9uJbvBH9yyS9PjQLpV6jFVR8Ni1fMlQgEkQhEAQD47iP6semWNk6Cdq6io7rlTayFxPJkjrrsVyOcl3bJ/tbEMZAp45/0+LJrXTFSQfccyyDuwfrTnQ2uvsZwFNZA8HbJR2bW3F5lcAdFwEJ+afRYeePyNijWhudGX90tSe718LctlWDwawj3L5+Dnv3qnyuhdvfhCRMWAoT05kCkQ9zwwNIekvSGvR0EC9v6ln2jozJjSpDsWVm+jnmwnPRutrKOVB+eMb1CtDlabPyOwSofU18eovUWOGjtr165FJpOp+NunPvUprFixAu3t7VXvf/zxx7Fu3Tr89re/RTweBwCcOHEC+/fvx4IFC5jGYkc5nNlcA6M5DnFRKOVbSIUi1FKSad9XGkehyHWeUvmiDn9JXjVWnkxXHzwtpuqh/IiA7WWPvPJLUnlJl+slLg5JSKNu+nhUtG1eaMr+1caSzg5qEsKls4OlObALQzkig/iwP03MEaEFy1lQGxcpMVWe+/a2idjywh60t00kGp80eTexkHZIvPy8kWSYvCff3NdbMjS69h5GIAAs62iBZGAetcr/5de19oZWHpSWbGRNAKaR7aRnMyLraOSBnsGgN3+04K1DjMBRY+f0008n/v20007D6aefjkKhgL6+PowYMQLRaBRtbW1Yu3YtbrvtNtx8883IZDJYt24dRo8erUpC6BaYTcqs5Wx6lsqwKKECRoupeuGlzbZn4fAsrSUZd8rX4yPIzUvj0RDe7ekjuuntTshmKfsfEQ9j86+7Vb1CN3acx2eQlOC5vryrJLUSU7v2Hsb8tqHWD3o3eq3kXNbGtkrDi/Z3SWAtvDCbzM2SaE0r242w8tMkqkcjIl7uqgzb1Se091Y04nh6LzNc/QQffvghLrvsMtx9993o6OjAmWeeiUceeQT33XcfPve5z0GSJFx88cV49NFHEYlEnB6uKlgMFjfy4tBCz6vBIqDCoWDVzSaTK+DBLbtw2/Uzsbh9Gk6kBhGLijhyLIN7fv467vrK39g2V0bXXG+uSMZdOZSvKyuqWic1YurZox3nz2FZ83xB2yuUL0gIc/Ls6K0H70sI7ypJPeNJzvnQy/3QM7JYG9uWG15GflcJHlVvZqoQWYxUWtlOy8qvZaApq+iUYbtCQdLs3xgQ3FmwYQSuM3a6u4e7UI8bN67i3wAwbdo0/PSnP7V7WExgMVi8yotDc+tlEVABAbhmXjOA4ZtNNBzEbdfNwtYX9lS5y5cvmoF0No+4aM9cGVlzmrmKEIw7Ga2TmxAJaRtDbulIzrLmVKEKDmeBZj14X0J4l6jT8sno5X7QGFmsjW1JBpdR484pQkwWI5VWttOy8gOg2iOk7zuRymk2ehUEZ1nlecB1xk4tgsVg8SIvDu2tl0VAhQQBAQG4pHVsqTHhmNExPPqrd/CGirvczjAH7ZrTzlU4IFQZd8CQMLpmXjPCAcGSmytvsKy5HWeBdj14X0J4K2taPhn93A/2EKcRIj+W33WiDxOLkWpkP/O+rCi/rz4Rxs/+79uYMr6hqtHr8zv2Y0n7dM9yj8lwn6asQbAIaS8S4Bm59Zo+xJKExpFRfHD4ROlPwYBQZejI4B3m0APtmlPPlSRhzKgo5pw/tkIY9Q1kMGZU1PQecILJ2Oya20GvT7seVhheQUnC0qtbkcrmkUrnEY+JiEdEBEw0ptQznnL5AmaeMwaJmIh5sz6KDRZ6RIwQ+fH8XTsiLyxGqtH9zPuyovy+G9qn46End1fkT9VSqxjf2LEBLELai/2KjN56zR7igCRhxqTGkvLKZKtLRyt/l0+Ygwa0a25kroafd/jmOn5Mnek94ERvIhm0a640Tm66uhUbn3mzgieGJ70+7XpYcQkpCAIeUjASs6yHAODilrG44pJK41gAEAsGECubeytDnLSGF+vvOrWfzRrvVsl2sxcYt4S6rYIgGanvq1EUCkX09VnLM1IQBHW6eYolcLKXkCgG0NCQoO5Ym8oXsWzt71Rf71w515JEYad+Vw00a25mzEbXgwRJENBJCNfIY3RDlZ+a8rqxowWDBhtP0j6vkfVgPdNmxufU9/GAlTLMjc9LC57z4uQFRgs8ZBYJo0cnvMGzcypB65ZF9XkX5FvQwq5uvlb8Lk/Q3JScGrPbq/y0cmc2nMydidWdHB/F/LBUvsiYMaUJYjCA3hPDjVSXd7QgxSFHhPd6pAcLeGe/OgGjE+trpQxz+37WAq95qWWaEh7wjR0bIAkC1nv01mEGdnTzteJ3rYCeIOMxZjOGodur/HgrL9bKlxlThriavvqj35dKduU1qo8GMf7MeqZbK3eenWxeh4DRvspEO+D2/WwHvGzw2QHf2LEBp+ImNBv/lQQBG595S7VR5JL26Zrf4cW4M8uYzRqGbq/y46282CpfhkgZ12x6rYKbpLyRKit4rEe50RuLitj/4XF0K/pXOUXAqAaWEE75Z/VI75zez3bADQafk+kWeqj9HeACuGETOgEz7tlMvqDZKDKTLyCmE6P1UshPhpkxFySYdlu7LeSnBG9jjKXyJZUvonNrF/F75VYdNE05eY5PCbV2DGtvbkO+UEQynUciKqL3WAadW3bZWpmoBpb8EuVnF81rtryE3u3QOxPRiFgRguVthGitpxsMjdpyJ7gURgW3JAhI5YvoPZFDKl+E5DL2SivHJ0mCaqPIbS+9B0ly11w4iWSW7DGMhoOY/NEGJHMF1TWSwzUzpjRV/N0tVX6y8iehpLwMgOV59S8rlWSHZs4Hy/i02jH869Nv4f/b/SG+ueEVfPVHv8ezL72Hu268GJmcNkGj1dDLL9GaM9Jnt23fh/Y5E9A62Z372Q5onZnWyU14uesAbut8GcvW/g6dT+5GgTDHZmW73noWXDD9bjC4ah5Gbm1uzaaXYfX4aBpFep3JkxdIjMLRcJCYq0FaI7tCfmZc21blMg0lFBsbi/5lJVT6/yznw4r+TMp2DLIBtHRBi6OeDpbQPumzcvuE9raJWNw+DbnBgi2kgm6CIEm4saMFG1QarpY3ASZ5f1n2rt568vB+ssI3dmwAa8M8u7Lp9ZQSS9iEFiyNIk81lCtZGUa7WFsd8nNC+ev9rtHn1busJE72JeNxPqzoz6Rsx9C19zAyuQLqdFpFWAmW0L7aZzO5Ara8sAczzxmDqWefxr3M2fUQBPQdy+BvWsaW8h1PPy2OV9/8kNgEuNyoZNU9Rr2fTsA3dmwCa8M8qxOZaeKtamETnuNze+Ksm5CIVCthli7WvMHDeDej/Hk3YdW7rARPOhrtOB8kGG3HAACptLOXBpZzbsTTdiohV5Tw77/ZU3HRuf36WaryABg2Kll1jxfWxNccFkFNgLI0zLMqkVlPOcjVJvqNGNnH5/bEWbdh4aXNKBaHq2xYu1jzhFPGO+8mrIDeZWXI2rHjfJBgpB2DjHjMWdHPcs5pPW1ehpnQb3awUOXRpW30akb3lI+xPhF2/Zr4xo4F8Fo5MG28Vc8652G9u5ErhwQ3lFgmswWs2fQa2tsmlvplnX5aXPMzdnrGjApQXnPKuwmrDL3Liv75sGbu1c4MKVdD/ns8IgImem7xAss5p/W0eRVm9QepXQ5to1ejukc5xmg4iNWLLwQA166Jb+xwBovr3imvBm28VQwGVA9O6+QmiJx2tJFcDSeMDrckkacyg6U8BRlGS3CtnD8jApTnnNIa5Tw8T5IgYCBTwKGePkTDIpYtbMXGZ96qyo+w2itJOjORsIifPPVmxVhaJzdh6YIWU81FeYMlJ4vG02YneJ0jFv2RiFXv+23b92HVtTMBoEImKI1KI7qHNMZMbujidcP86Vh8xfShPoQOr4kSvrHDGSwC1CmvBm289Xgqi/Y5Q5Ud5QdHvkEeT+VwWoKPm54mV8MKo0NPaDmdRF4OklKnFW6A9UYbrQDlPadiUKAyylnDxmrzt3rxhRUEhHZ5JavOTLGIL191Hq67fCpzF3WjoFX+LAnybuHT4nmOWPRHLBSoOm9yldoN86fjS/NJRsgQjOgetTFmcgV0bu1C58q5aHQhx5lv7HAGqwB1ggE4GhY1lUPsZLw1FgnhjodfrQibyOzG927eibUr5lg2RiWsMDpohJab2LBJCcq0ws0Oo41WgPKe0+OpHJVRzhI2Vpu/d97vw4HeE7h3xRycSA2iLhZCzCYDg4RAsYi6UGA4GdmGcbjF82kHeJ8jFv2hdt6mnj0arZMaEZQkTcOQVvd4lSTXN3Y4g0fejd03luxgXlM5yDfURCSIqWePJmb32508rKYgywn1MlljbSpohBaPg87L5R0UYFq42WW00QhQ3sIzFhGpjHKWsDFp/so5jsoZl2tV0ZPA2u6Fx+/LYcVYRERUtJZnh/c5YtUfrJdlGt0Tj4qIhoNob5tIbDLr1opZd47Kw/BiNVEynS8RcpGUw5olFwFQV65OJA+TFKQRQj0laIUWqzDifes1K9z0DIxkOo+UAC6eRf3EXv6tIWiMcpawMWn+jHIc1SJ4tHsxCyc8StwNdQ76w+rLcjw0lIz8+At7qtZ49eILEXehjgN8Y4c7vFJNVI54VKxKdK18fTg3xC2NNnkQ6pV7WPSGLwstFmFkVejIjHDTMyCSmUGs2bQDgPUKg/cFwcgZNJsMT2o86SaOI6eg1e4FAL40f7o1v+tQLh1vQ90L+kMCsPXFPcQ1DgQwNNfODE0TvrFjAdxiENBCTdlEw0HccFI4dSvcwk4nBpKSUI0oG+UtcPXi2Zq/JwstFmHkpnwfI9wsVigMZSjvpqtbsfGZN7Hj7YOl97AIeNUzCCCVLxrivwLoGk+6iePIKTjV7sWps6WX7xgNGy/xd7v+cJMcMwLf2LEIbjAIaEFS4DJvwtYX97gy/4CUhEqrbEi3QFo+CsC60JFZZciz95QaNwtPIaYWbrixowXXXz4VybS+cUID5RksoLqdA81+Vms8qax6oyVwq2U41e7FqaRZvXzH7GDeVNjOzfrDT1D24WkoFXh9IoyHn3rTFSXWJJCSUMc2JTQ/I4ceSDcTIyXbgDWhIzPKkGfvqUg4iFd2k/voAHyEmFa4YcPJfRWrO+l9gznjxOjv6u1n2saTdTFtFlk35uvxhlPEqE79Lk2+Y8yFip8FXm3p485R+XAE5Qo8lS/a5qo045kgJaGuXdGm6VIOCOr8KuXK65+vOBfZXIG7+5h3bgrvxpOpvKTZR4cHQzatC5x3DgaL691I40m351tYDacKNJz6Xf18x9pTsV4swgF8Y8eHCuxyVZr1TJDCMCd0+FUEYShfQE0AyUKr7fyxlpBi8U4+5N14kpaMjwW0VWCxiIjJH2vAO/v7NLs1a8FMAjoJRpocuj3fwmo4lWDr1O/yyNlxQ+sZI/BCEjUJvrHjgwg7XJWst3dS6O1n//dtTBnfUOVSfn7Hfixpnw5IkqM3E57KkHfjyeOpHOa3TYAgAG+Urcn5zfwYso1UgbVObsKqa2cSw2pG2Y1pE9BJMNp40s35FkC1co2HgpAAbgrXKYNv+HeLyOTyiIZFxELW8uyw5ux4lYDRi0a9b+z4IMIOg4BHVr9SsdzQPh0PPbmbyLMjH0Snbya8lCHvxpPxqIgT6TwubhmL9jJCuCPHMhAEdY+YERipApOVR3vbxKowgVF2YyMJ6ErUUuNJtQaOW1/cw1XhOmXwCZKE+mgQ48+sR39/Evk8fSWUGQ8LS86O0cue2zxAbjfqlfCNHR9E2GEQWBEqo71xePFmogSpXYQMMwZpJCTi6d/vqzIIouEgFrdPR+OoGHpP5JjmymgVWNfew5jfNsHQs/FIQFfCisaTtMrLyiaT7W0T8fgL1Zwp77zfh64/92LK+AZXtL2wGkY8LOXrEYuIQ/xe2/dhCyGpX8soN3LZ86oHyE3wjR0b4TbLXA9Wu4WtCpXR3jjcfjPR2y+8Ga0zuTzR0JFZqdc/wYeCwGgVWDmlAC27MYnOfu8HRzFtwmjTCeg89wut8rK6ySSJm0qt7YXcMV102TlhhREPC2k91MKtekY57WXP6RYctQLf2LEJXrXMWdzCenBjVr9bDFKt/VJ+aM0yANP2qLKqBYKy8k+rCmxsUwL3LLuEej0SMRG3XVfdNkTOPRKDAkY4aODSKlc7mkySuKnU1rxr72Gsf2I3li9s9byHR8mGzVIhSAq30hjltJc9J1tw1BJ8Y8cGOEVl7nY4nTujhBUGqRnjSW+/rFjQWvF3MwzApGcjCV87WiDoJgCHg6iTCfso1iEaEvHsS+9VJFkDQ0nXggAsu7rVVPdvXoYwbfjCjiaTJCJErTXv2nsYqWx+eD1cBppGoMqzcPv1szS/U/awaK1H197DWNw+DTPPGWOIPoPmsqfVgkMQgC9fdR5zePlUgKuMnffffx8dHR2444470NHRQXxPf38/7rrrLmzfvh2CIODv//7vcdtttyEWi9k8Wnp4lV7bDrgld8YKg9Ss8aS3X5LZAhoNjIP22UjC144WCLyN3nRO57zlCoiLxvJsaD1tNKANX9jRZJKUuK275mlrWJBZQXPeSGeBlvlaLTwqd/vOZPOGKCto971WC4439hzGh71J2/rYeRmuMXYGBwexcuVKpFIpzfetWLEC6XQajzzyCAYGBvDNb34TqVQKP/zhD20aqXF4lV7bLrghd0bNwIiGg5j80QYkcwVksvy8M1rGk/5+0S45V4LW2CYJX7taIPA0epNp7flJpgcNdXQ36mnTA234wo4mk9u278PqxRciEAD9msfMrbmVIWLa80Y6C7SVeomYWMplUoaTVl07EwkT80Kz7/VacJQbp6d6tEALrjF2HnzwQdTV1Wm+Z9euXfjDH/6AX/3qV5g4cSIAYM2aNbjhhhtw66234vTTT7djqIbhVXptt8FKYUkyMKLhIDH3g4d3RsubZ4TEjgZGjG0Sd5Hb8qr0EFXw3ihhtKM7b08bbfjCaE4bzfkgKdd4KKhY8whmNDcRn7l1chPiEePNLa3OWaQ9b6SzQFupFwmJmh3dly80Fx7Vu+zpyQOlcXqqRwvU4Aot+/rrr+Pxxx/H008/jblz56q+b+fOnWhqaioZOgDwiU98AoIg4L/+679w+eWX2zBaOpQLHi8qDLfBamFJEihX/e0kbCPkfvDxzqh784yS2OnBqLGtFL525FXxXN9IKEi8qcsl9HWxEG6/fhZ1RQtvTxtt+MJIeM/I/JGUqwCU/U3CjVe3YP0Tu6uI8pYuaDGcnGxHzqJeiEk+b6SzoOxzpubBJVUryujaexiZXN4SA8MIN5UMO5sKewWOGzsDAwO47bbb8K1vfQtnnnmm5nsPHjxY9Z5wOIxRo0bhww8/ZBqHyHGTZgsSkbgLQLXQuroFoYAAs1wddiB4MtM/6FDGf0ECHtrapRlGYCV2SwQDVQJlxuQm/Ptz3cT3D92eiqiPkg0PPe9LNCKi90QOiVgI8XCwavyqSu7qFoRFY+tBerby70xERM35EwGsWNCKZLaAVGYQ8WioZHAls0WkMoOqz0ED3usrSMA185oBDN+65TO45cU9WP9ENb9PJl/ECBUjUm8tE7Gh142cD7U5HXpOwdD7rDgfIoAVi1qRzOSRSucRj4lIREWEFOMDgEEJSGbySKYHURcPIR6R3zeEgYye10X9HNEiEQvphJhCEMWA6lnI5ArY+5d+fHb2xzCqIhw1/CCpEznNMaQyedSPipb+XZBQWjeW8wGQ5YEaNxWgL19IUOotYNhgjjAKWKd1COACY+fOO+/EjBkzcMUVV+i+N51OIxyutlYjkQiy2azpMQQCAhoaEqY/X47jqRx+tHlnxYbJ5ApYs+k13DB/Om5on450No9ELISRdRGMiHsnV6e+3pkk8A8OHdcUlpl8EePGjGD+neWLZuDBLbtKAiVf0GFPzQxi/Jn1xNfEVE7zNvZy14GKMtXli2agaVTl/K66diaOncgimR4k7hcj66F8Nvl3VyyagcZRdN9THqo5fDRN/D7Sc+jBivWVAgHMOX9sidX2Y2eMwE+efrPKSycbQ0uunK4qA7TWcsaUJjTUDyk4M+eDNvyl9T67zgcJfz2SROfWrioP0LKFrTjjtKH5PNTTp/kdmVxe9RzRojiQxran1UNMt3x+BhpOrg/pLMyedjqWXNWCzGBB9bwldRK3RyTCpT10+GgaD27lcz5klMuDWETEO/v7iNxUtPKlHCS9BQwbzKuunclFVzmlQwCHjZ2nn34aO3fuxLPPPkv1/mg0ilyu2rrOZrOIx+Omx1EsShgY0E6MpsVApkAUiplcAZ1bu9C58m8xpj4CAMhnB9GbGeRm/VuFYDCA+voYBgbSKBSKxBsLwO8Wo8TxpPaN6ngyh/7+JPPvKG/RkbD2bTMaDlb8bvm81MVD1LexXd2H8eCWXcQbeCIUQCI0vF/6s4NV62Hm2UoeAqloeO4KEvCgiifhwS278OUrWzCQzFLvAyvWVwTw8eam0vPmC8UqQ0dG197DKBQl1d8oSMDCS5tRLFb3P1p4aTNyuTwQD2uuB89bvhLHkznNEA6v86HEoIQqQwcYmqPOrV1YsagVIWGoWaYWomGReXwnMgXNENOJ5CACJ9dGeRYSsRDCYgCdW97Q9GpERW0PaVQMoL8/qXs+WDzR5fKgdVIjpp49mkm+yFDTW/Ln+45lkM8aC9eWw4zMokF9fYzaW+SosfPLX/4SR44cqcrT+fa3v41f/epX2LhxY8XfzzjjDLzwwgsVf8vlcjh69CjGjBnDNBZeZHn6zRkHS2WvXiMaLBSKqiE63r11ykGTc8KT7DAuCojXhZGToNnROBIKln6XtJazp52Om65uRTaXL5GXvdx1gHgbG0p0NRbzLxSKhp9bfjYAkApFaGejkJHKFzU9CQd6TxhKALZyfeXn7dUJQWSyeeRVqpBS+SLWbHqN2P9ozabXsHZFG04bpb4eVp9ztSqhWVNPx/dvuhihYAB/PZrhkoOhbJUwZXwDunuqO9N37T2MZGaIjycW0jYSYqEA8/k1IndlyHtDEgR0UuYUaeVQyedJ73wYPedqCAIVieUs8sXM/JmBGZnFC44aO2vXrkUmk6n426c+9SmsWLEC7e3tVe+fNWsW1q5di56eHowfPx4A8Ic//AEA8PGPf9z6AVOANhnUi0SDBQnUvXV4PodTTMvhgFCV+wEMGTrXzGtGOCAMkX6prOWOtw8ily9iWUcL4mIAvSdymkzBXqEg0EvYNVoKa8f6slREpjJ5ZHIF1bXTUhR2nHNSlVA0HMRnLjoL//Yf7xArjMwYWUZaJQBDfDyZ7NDc3nR1KzY+8yZ2vH2waiw85BzL+hqpnKQpFVc7H7L3rVCUuJEAliebs8iXU6Fi2NEnUCsVP+2003D66aejUCigr68PI0aMQDQaRWtrKy644ALccsstuPPOO5FKpbB69WpceeWVrik7pxXcXiQaTGbpeuvI4PUcalUps6edjhvmn4f0Sc8J9+oBScKYUdGK3I9wKIC+gQzGjIqWFDDtWtaKQOFdCmsHkzaLQcVCBWDVOVd6WJSXDd5tPoy0SpARiQRxy49+D2Bojm/saMH1l09FMs3/rEbDoqYXNhpWL5c3WjlpplS8vN+YURoLWrDIFze27uENV0vXDz/8EJdddhnuvvtudHR0QBAEdHZ24jvf+Q6+8IUvIBKJ4DOf+Qy+/vWvOz3UEvQEdyZfQDKd1903brzlk26wdjDsAtU3qkRMREgM4qEnuiwNAwYkCTMmNVbc5MaPqaO6yZW/Hq8L14xAsaIU1mombRaDioUKwApCUZp2B7wvIXqtEpSd6VsnN+HIsWGv/a7uw9hw0siK1dG3/qBFdjCP9jkTSuMpH0f7nAnIDuZV+0fxvoSQ9otVPeb0fleGnnxxW+seK+A6Y6e7e7jUd9y4cRX/Boa8Pg888IDdwzIEkuCOhEVsfPpN7PjTkBt39eLZmt/hxls+6QZrF8MuUHmjMhJn5/m7AAyTfsmvu1GgmOHVUHsOrVJYmn1gNZO2qkGFoTwLtTkQJAlLO1rwxp97Mbo+WuHhO39So2ayKW9FStvugPclxEjosnVyE7505XR8a8MrFe+x0mOdTOdLXDnKvKp7N+/EmiUXIWaS18roJYR0Ppz0gNPKF7e07rEK7tOoNYIqxazwQNBSlLsJiQhdbx0ZVj6Hm8KARoSlmwQKS+Js9XOE8G4PuRTWTftZaVAVUJ2HRpoDCcArXQeq3tc6Sbt4nLcipW13wPsSovf+sU0J/OCmSxCPiTjUn8a3NryCo4SkcKs81vGoqJlXpTV+Ky4hyvNhlyefVb64oXWPVXBXUkiNgiSgtm3fh/Y5E9A6uani7252GwaFoWqEGVOGx7xt+z5cM6+54m+A9c9BEx6wC7KwpJ0DWaA01oVLPanshl7irCToV15UPodQKoUth5v3M+0c6L1Pi47J6N7Qg1q7A6UskQ0gEkpGlgHIRpsS0XAQyxa2IiAICASGKPj2/Hd/lcErwyqPtdr4ALrnlY2EzpVzcc+yS9C5ci6WMYbDy8+HXt8sKzzgTsoXN8L37NgAkoAqpyj/5yvORTZX8ITbkKa3jh3P4bZkXzd5bGhghWesVueAtTcWz3mhaXeQSueRiIuYN+uj2MDJW0HyfpTTTnRu7Sq9V61CSy9RmAU8vDMsXg29cHCt5Ot5Gb6xYwPUFK/sdm07fywaPeQ2JAoFCk+AGszkjbhReHjJBWxF4ixQm3PAozcWr3lR2/eZXAHdJxPD5VCOkueJ1fgkNYl9+Kk3qSq0aBKFWTE8viIyuTyiYRGxkPWeDZpwsNP5erXc84oWvrFjA9yomHmiKAgVyZsn0oPoG8igdVIjcierz9QOmNm8EaeFh9fhNs+YE6CdA95d6LWgp5SMJIcreZ6GfoDtXJQbbVrkeV17D+OL/3AuJowdSZ0ozAOCJKE+GsT4M+vR35+0nMDOCI+SU55Pr5HXWoXal2gugGM8MXZAEHDoaAYvvXGgquRzbGMd3nqvF4+dbKYpP+/wTTOEd3uO4J39lb1zaCuqvBY2cROcNsDdcNOknQPeXejVQKuUlPtejznXqmR9PY/XwSMp/ODR1yv+VmtGtNFwsB2ez/KzVZ8I4+Enq42xd97vQ9efe3HO+NEn28eUVSbWqDytrZ3nYjjFE2M1ckWJyKAs//sLfz8Vjz3XjWg4iE/NPovYNJAU36cV0l4Km7gJTnrG3HLTpJ0Dvffx6HFllGmZF3MuC4ySS9aCF1sJq8LBtCg3bGSdsqFsH61ePLtqT5UTHJbnWs2YMtTrbc2m10qy2Gv6SAu+seMQJEnA7j/3mvZquAXZQe0GfMC5ANRJtbQYWN1IrFhLUEs2l6DNO8MCHu0TeHqFaL2D2u9jt3ZYEsadCknqsRYXy6awVsPLToaDlZeGRfOa0d3TX7EeJL4lLYLDYrFSFntNH2nBN3ZsgpG+Mm5tF0FCJksuMR1+fejmo0WqRWJgBWrP5e1GmOWdMQvWKjAjXiFao4jWO2ilF5HFQ+BUSFKPtXjM6BjuWXZJzYVDyuHU3JMuDSQZS+JbMiqLh85lsaoRqBtC0UbgaxMbYKavDE+vhpWbMhHTTs4UT/r49Rhdla+fKnkjRiEJAgYyBRzq6UMsIiLKkUfDjqaVRpV65RrR53i5JVRGC6MeAuXetbrRJgk0rMVeqjI1A6fCwaRLA0nGkggnjcpiAEimBxEfMXwuvXa+AN/YsQVG+8oA/LwaVm/KWCigfrNpbsKuk4dMj9G1/PVTKW/ECKwesx2s1EaUullvqB1GG28Y8RCo7QMrG23KKDeyohHzrMW1BCcKJUiXBpKM3bZ9H1ZdOxPA8OXaiCyWES1Lwvfi+QJ8BmVbYKSvDGCO4ZQEHiy5siehu6cPx7OFqs9oMcQumteMp377ZwD6jK5jGxPcmEv1wGNe7IYdY7aDlZqW6VbLG7rtpffQ3jax9LdoOIhF85pRKEroPZFDKlfA5I81IBquPkO7ug8jmSsMvS9fdM1aC5KEGztaqs5I6+QhI0ZWHlr7YMOTuxEVg5Yx5xZO9qNbtvZ3uK3zZbzcdYArS7OXYTdrMcmQJMlYmXByzvlj0bnyb3HPskswtjGhegZJjXxbJzchUraWNJciN+LUML0dhpGqBZ5eDbvyI7QaLK5dMadUKaDF6BqUJNtc3m7qq0ULt3ldzILW7U/rDY2Gg7jtuqHKknIPg5oHCAAOHE6WSqKr6RCcCWdKgoBNz7yFKeMbqkJCm7a9hSXt0yFIkmN7l2RkkbwGALsM82J42W6QPIFq69E6uRGtk5uQzQ1dVgrFIm7saCHKYrkaa/izTbhmXjPCAaEkl52uQDML39ixAXouatmrwftgs2xKllLYoS8Yek35Nzfw4njxsNoxZruSLWnc/rTe0Kv+dhK2vfQe3jCQDydfLtToEJwIZ6YHC9jxp4PY8aeDxNev++xUxMWAY3uXZGQp21Rksuxn2snwspeMLNKlIZMr4Pkd+7Fs4TBrthrFCYldOxoW8ea+Xtx23cySsd03kMGYUdGKc+9VQlJ3jqrGoMvTYZFXg2VTWnWDdIoXR5lroAU3HlY3eV14QG8f0HpDZ0xuwr+fJK1UgpQPV+6m1yrB5Z17oKdIaY0YpxSN2vjknJ2Z54xhlmE8ckGKgQCOpvM40H8EiZiIWFhEgKIXlxdz+FQvDcVi6WxJJ0OPyjklsmsXi2iZcFrF940fU1c1504TkpqF+6R6jUIAcHHLWFxxyYQKq9nKjAGWTelF74caSHwUavwgbj2sbvK62AFab2hRZ1jl+XDKlgpaJbg8Q0I0ipTWiHFK0Qzd/INob5uIc8Y3VITZtm3fx8XIYr1g5QUB6wmkpUsXtEDUmBOvJtwC+pcGKxievdqqxzd2bIAkCFhPOEzA0Aax6jCxbEqvuiqVsDPXwEq4yetiB2i9ocdz2smQY5uGjCJSSwW9ElweBj2tIqU1YpxSNPHQUIfzx1/YU5UbtXrxhYhzMLJYLljFQKDK0AGGzvf6J3Zj+cJWVQ+PF3P4aGHVpdUtlyIj8IbG8jicPExmN6VXXZVK2JVrAFgf83eqq7Ma7Hte9d+IhIKaLL5hMYC60JA7f+9f+iuSlfVKcKMREb0nckzPRnv2jRgxTigaCcDWF8ltYQIBDBlt5e83sTdYLlipbF6TyT2VzaNOZb1ryYuthF6TWpYmtm64FBmBb+zYAB6HiUWxmNmUXnVVKmFHrgFgX8zf7q7OarDzebX2bigYwDXzmgFUs/heM68ZoWAAKBaJ+5lEuAYMJS4vbp+OTDaPvoEsTqQH0TeQwfmTGhEw+GxGzr4RI8ZuRWPkwmZ2b7BcsJLpQc3xp9J51IXIMlbPyOJh9DoFMShoXgZEHo3dPALf2LEBrCEhp5Ln7PIkWOkhsCPXwMsxfzNw0/NmBvPIDhZwSevYipLtI8cyyA4WkBnMIxYcUsKkZrxKOoRoeChcs+XFPVj/RKXxNLaxDmcoKlP0GK2Nnn233pZpjTaWvcFywdJjco/H1NdBy8hqndyEl7sOlEJ3rHKXt6zT+77jqZxmS4/jqRxOS3jTa2UUvrFjA1huLE4rFqs9CVYbcnbkGtRyzJ8Eo89rpTGbTOfxw0dfR3vbRJw2Mlr6++GjaWza9hbWLLkIsTKvKcmYKDeA6hNh/O+n3lQtZb+x4zyET16GafZurYSDaY021rNgNkQXj2g3JY1HREAlZ0fNyFImtMvPYFbu8pZ1VPsvIuKOh19VbemxdsWciu/0Uvm9UfjGjg1gubHUsiK1w5AzmmtgBrUc8yfByPOyCng94RuPsrcsKDeAjucKVYaOjK69h5EdLCAcDlLv3VoJB9MabTzOghnvVqBYxNIFLVj/xG5iNVYun8eJFH1Xe1JCuwwzcpe3rDOS+D717NHE80HbhsTN5fdG4Bs7NsHsjaWWFakdhpyXmYfdesuifV5WAe+E5yST1a7uymQLGBEOIj1Y1NlXw12ivVi5ogSt0eZkFacoSVi+sBWpbBkbdkTEv/3ft/Hy7g+rxqxU4OVGVu+JnKoBDRiXu7zlEO/Ed6cjCHbAN3ZshJkbS62UgJNghyHnVeZhLUXv9IrTPi+LgHfKc6KX+yG/rpcQq+wS7QYyTVYji8ZoczpsFygWMSom4uyxI9Hbl8QDW7tMKXDecpe3HOKd+F7LEQQZTstNHzrgITy87iFw+2/wVrh6in7FglbmMbOA9nlZBLwR4cvTcxILBXTOWwCQpIou0CTovW4HrAhL6BltVoXtzMiwZNa8AudttPGWQ2YqyJTrVj6nkbCIRfOasW37vqqwHXDyLEdF1+kQI/CNHZdDkCQs7WjBG3/uxej6aAX78vmTGnU3nJvjsHbcAr3IPKyn6JPZAhpZB6wBGsVC87xMvCkGDSVenhNaZa3H71PeJdoJOBmW4B22MyvDUhmdcnQNY5u30cZbDrFWkJHmVKt5bi5fxG1rf1cxZjfoECPwjR0PQALwSteBqsPeOklb5bk9DqsmUORO1GkOnajdyDzM3idJW4izwIhi0XteFgHvZPiWRlmHA4Imv095l2gn4HRYgsX4rDwfIbzbcwTv7O+reA9dKEqPUK9yD5HO5fKOFqQ4GG285RBLBZmaXlBrnts6uQm7/9xb8V636BAj8I0dl4PFYHFa4NGAxH1C6tLLcpNwU4Ionz5J5llPtcDbOGYR8E7nfugqa0nCmFFRzDm/kt+H1CXaCXi1sMGIx0FPhiUi9HtI61zyyrXiLYfMVpBp6QVl89wZU5rwDxdXGk+k7/QCfGPH5WAxWLwi8MoVi1qXXtabhBvI2nj1SUpYlA9ihXFsVsC7KfdDDQFJwoxJjRWkm6Qu0U7Ai4UNRj0OgLYMCwpwXSUSbzlkpoJMTy8koiHcs+ySk3tEwMoHthPzeMq/0wtw3473UQEWg8WLAs8L3iiz4FUuahXDu1XGsVkB75bcDy24pX2HEl4sbDDicZChJ8NOpUokWnmv975ETCw9bypfVDV0aL7LTXB8pEeOHMEPfvADvPTSS8hms5g1axb+5V/+BRMnTiS+f9u2bVi1alXV31988UWMGzfO6uHaDhaDxelQgBl4xRtlBkbLRZdePcQZkkwPoi4WQiwinuzcbI21E43oV3jYDTfkfngRrJ4xJwob9M6Hsks9rQzT20O1InNo5b0RveBFHaIGx42dpUuXolgs4ic/+QkSiQTuv/9+fPGLX8Tzzz+PWCxW9f7u7m584hOfwLp16yr+Pnr0aLuGbCtYNhuPUIBe7x/e8KI3ihZGnq0gCMS8pRs7WpDOWrMeAUG7aWBA8E7TQJ65H16FWc+YU4UNeuejvEs9zwKDWpE5tPLeiF6oFQZwwGFj59ixY/jIRz6CL3/5y2huHqpsuOmmmzB//nzs3bsXLS0tVZ/Zs2cPpkyZgqamJruH6whYNxtLKMCJ251XbhJmXPy0z6albNY/sRtTxjdwa0xYDkGQNJsGCoIEq7xKPME798PM7zuRDK/2u0Y9Y06FdfTOx9jGRCmXhGcDzfpE2BMyhwa08t6IXnBTgQcLHDV2Ro4cifvuu6/0776+PjzyyCM444wzMGnSJOJnuru7cemll9o1RFeAdbOZEXhO3e54eaOsPJhmjUDaZzOSu8BzPaJiEM/v2I8p4xuqmgY+v2M/lrRP94TQtyL3gxZO8Vrx/F2nwjq6uWqShEYOib3KuZI73QOgkjluJWmVQSvvjegFNxR4sMI1/rk77rgDW7ZsQTgcxoYNGxCPx6vec+zYMRw8eBA7d+7EY489hv7+frS0tGDVqlU4++yzmX5fdLkLuyAB8q1aEAQEAgIAAclsAanMIBKxEOLhILfk1YGM3u2uiPqoNVVBIoAVC1pLzxaPhpCIyM+m/YDZgqQq9CMcJqcgAQ9pUNCvWNCquQYigGULWpHMDOfixKMiQmXPljqR0xyDMneB53rc0D4dDz25u8LzMWNKE266ugWhk3vOaRQkaO57I/MXDQdxw/zpAAT0nsiZOkfB4JDsKAoCHvql+b1hFqx7Ugl9fpqQZfKS5ezLkNdD/m85SHOVyRWwZtNruGH+dCy+Yrrm7+YKUgXB64n0YIngNcxxcUl7HNDe926G1prYBdcYO1/4whdwzTXX4Be/+AWWLl2Kxx57DNOmTat4z969ewEAkiTh7rvvRiaTwYYNG/D5z38ezz77LBobzfHKBgICGhoSzM9gFQ4fTePBrbuqbh0LL23Gmk2vlfIPZkxpwvJFM9A0qjrXySgO9fRpvp7J5TH+zHrm39GC0dU8nsrhR5t3qgr9VdfOxIg42430g0PHNY3ATL6IcWNGqH7+8NE0OglrWb5uyUHtip7y3AUZPNdj1bUzcexEFsn0kFAdWRdhnjdeUDsLZuZPvtFvfXEPOrd2qX4fLdI57QuC3t4wC9Y9qYSYymmGdUaPjFq+H5Rn/8hAGseTOSTTQ1xcIxJhnFavvT71hNfV5iqTK6Bzaxc2/MulmHr2acTvO57K4YMDA3jpjQNVYd6xjXU4a2w9l3lR7vHyfaq8xPGS93o4nspxkQmkNbELrjF25LDV9773PXR1dWHz5s24++67K94zc+ZMvPrqq2hoaIBwMlmys7MTc+fOxZNPPoklS5aY+u1iUcLAQIrtASxCQQIeVLm1FYuV+Qe7ug/jwS27uNwgo2GdypywiP7+JNuPcMZApkAU0MDQ3PQdyyCfZWMfPp7U9hocT+ZU50VrLcvXLSqq92dqndyEd3v6S/+OhoNob5uIcCiId94/wu3GlwgFkAhFAAD57CD6GeeNB3jM31DuRx3uWXYJ6hMRPPwUOVRr5BwFgwHU18dwIqU9R1p7gwUse1INqi1qJjfavh8yBQnrn9hdZWAsXdCCKGGB5PUYGEijUKg0fFnmKjUo4fEX9lQl8Mv/vrGjhVm+kPZ4e9tE4u/ylPda4OEt11oTFtTXx6i9RY4aO319fXj11Vfx6U9/GqI4NJRAIIBJkybh0KFDxM8oq65isRjGjRuHgwcPMo3FLfwYSqTyRUP5B0O9k/LMCYRikFyZEw0Hsbh9OiRI+OvRjKti1vq9cAYRF9mkAk3lhtpe0lpL5brRUMFHw0GsunYmtr30XnXYyYa+NXbnLrDOnzL3I5XX60Fm7BzFdErztfYGC2jCTkZ/VxIE1RY1dsrKYiBQZegAQ7Jv/RO7sXxh60k6hmoUCsWqsbKc3+xggVipKI8nO5hHWGALJZP2+DllBQlK8JL3auCdu0laE7vgqLHT29uLW2+9FRs3bsScOXMAAIODg/jTn/5ETEJ+/PHHsW7dOvz2t78t5fScOHEC+/fvx4IFC2wdu13QSxaMhkXcfv2sUiLptu37uCQQHk/lqipzZHfqlhf3YP0TlW5/WuXKoiD1PmtHCSlLtZhRnh1lUnokLGLjM2+WwpbtbROx7aX3iDc+q7lj3MjDojd/xnuQGTtHRtoT8ITaxQQYMpBFg9d+N/XUS2XzmgZGKptHHSGsqwaW85vJqpPrya+PCDMaO4Q9qczRI33GKh6gWiFcBBw2dpqbm9HW1oa77roLd911F0aOHImHH34YAwMD+OIXv4hCoYC+vj6MGDEC0WgUbW1tWLt2LW677TbcfPPNyGQyWLduHUaPHo2Ojg4nH8Uy6CnoTC6PHzz6OoBhHpFEjINSj4i44+FX0d42sVSZM2Z0DI/+6h28YVIIsihIms/aUbbOUi1m1BirqoAoFrGkfTqu++y5yOTyCIeCmjc+qwSRW3lYdOdPMSbexjFtewIZvDxjpIsJMOwJPJ7K4bQEvTJ0k4JLpnW8tek86kL0z8ZyfhMxbQ+a3us0IO05Uo6e3md4oVYIFwEX5OysW7cO9913H2655RYcP34cM2fOxC9+8QuMHTsWH3zwAS677DLcfffd6OjowJlnnolHHnkE9913Hz73uc9BkiRcfPHFePTRRxGJRJx+FEugpcCV+RvdPX3oax2LMaPj6D2RYxKgsVAQU88eXaFMVy+eXWXoyNATgiwKkvazdhFgmaUC4GGMlbcneOf9I5rvtUoQuZWHxagxa4VxTLs3eHrGSBcT2dN77+adWLtijqHvs1PB6Rl8dboGhr4KY+lmrmThXrawFRufeauqhcLQfgkwt+Ag7cl3e/pVPXdW8wDVCuEi4AJjZ8SIEbjzzjtx5513Vr02btw4dHd3V/xt2rRp+OlPf2rT6JyHmgLXyt8wG2LS+10WdyqLgjTyWbsIsMzwTvA2xvRzNcwdbz2BzEMZmvFq8J4/q4xjvb3B2zNGupjIMKMM7VJwVN7aiKgZootFREAlZ0fvN/TOr9pnVy++sKoKllcLDtKe3LZ9H1YvvhCBAB0PEE94heSVBo4bOz70oVTgkXAQr+z+sIL23or8jeHfLZbCJlrQEoIsCtLoZ91MgMXTGLMiR4RGILMqQxavBm9j1gl2WN6eMd5Gmx0Kjtbgyw7mNUN02cE8YirVOAUJlniTAeDHt3wSA0l677kRA5e0J+OhoCMsxn67CB+2o1yBp/LFqlucXsa+2dBCedikty9pWgiyKMhacqUC/IwxozkieqAVyCzKkIdXg7cxa7dxbEWYiKfRJkiSeun5pEYuCo7W4Eum87h3807VEN2aJRchpjJXyax13uR8oWiIzdmogUvakwJg+T4leVz9dhE+HANJ2RgNMZkJI7AoVxYFWUuuVN7gKYhoBTLLbc9Nya88YKZRrlXGO0+jTQJUS895gNbgi0dFZHIF1YuctjdZj4qCnzdZD15I9NXzuLrVW04L39jxIEjKxkjGvhNhBBYFKUgSbuxoIRKL3egxV6oVYFFy5Uav3seMlnarfQftb7gdZs+R2413O6rtaA0+o3OlND7NjoG3Qep277Sb6Aasgm/seBRKZUPbudfOMEIxEEAqW9YDKiKaUpCSIGDTM28RG1Ru2vYWlrRP53YQ3d7kjyeUyvqeZZdovl+ZEG3GyHK70KcFyzlyex6EHd43WiPGyFwp9/Oiec2mq5icrvyzWw7VmseVBG9IFh9EKJUNa0dt0qY246YHgLwgYP3WLiLFu1EFmR4sYMefDmLHn8gs2dd9diqXg+hUx2onQFLWohjgSk5Hgtu9GrRgVQ5uzoPQ874l03mkBDDnBdEaMTRzRdrP27bvw6prZwKoTG6m9SY7VfnndsJOr8I3dmoIvFljzR66YiBQZegAdBTvamOiHbNZnApu3HKQlHXv0QxXcjoS3O7VoAWPPenWqkE971oyM4g1m3YAYFPCRgw+vbki7edMrlBKbl7cPg2ZrDGj0onKP68QdnoR3n8CH4ZAu6mNHrpyt2ssImLK+AZ09/RVkW+ZoXi34yCeCm7ccpCUtRgUcM/P1StfjJLTqcHNXg1aeFk5mCG2k6EkMmVVwrwMPjXjU05unnnOGEPVU7zHR/t9tULY6Ua490SewjAbr+XZUsHIoSP9rty6opwLSIaS4p1F+PI6iKeCG7ccJGX8bk8/poznR07HA7Rnwe4cB68qB7PEdkA1kamMIXlQZG6yywIvG5/lcEoO1YrHVQve2AGnEMyGjni1VMjkC0im84iERXz+01MgAZg8blTFLb+82aja78phkPa2iVXKMx4zVhlmx0GsFWFJC5KyZslxMALaPc77fTzhRuWgZ/CxENuRiEzLkUwPIj7CucuAV41PJZyUQ0FJwtKrW5HK5pFK5xGPiYhHREMpB26GIEke2AEWo1Aooq8v6fQwIAkCOgnCCBg6sFqu4lS+iGVrf6f63Z0r51YlHld11H76zVIScHmH8zf2VN/uzjgthlgwoPu7qxfPLsX35c/LOTtGn9fK27skCOhUKC6tsfCGMQ/GEKO1VsI4zfcVBKFKWc+edjpumH8esrm8dfNMsea832cVytcjGhYRC9El8PMGjcFnVEaU43iugJvX/V71s/ff+knmjt+sIO1nrxUYGJVDPGWilZcGUQygoSGB/v4k8nl+xtPo0QkEVRi0q8bA7Vd9MIMlXpvK5BENB9HeNhHnjG9Q9cTIKI8dS4KAzie6Kn67vW0iHn9hDzHJGACWL2wFikVdt2s52aFcjSXfFHiwivKCkzd1pzwdqrkzxaJl80y75rzfZxXKGcZ5C3Ja0HpsWEIkkVBQs1IvotNKxg4o29s4aXyahVNVW6dCgYZv7LgILMIoERNLjUDLw0Zy7oxWd2CSwtBqP9G19zAyufyQQtRxq45tSuAHN11CdIm6LU/GCTcurZDh/T4Zbm2VwPt9tQxag48lRBIOCLhmXjOA6kq9a+Y1IxwQXBEmcoPxyQq7qrbKvULRiFjzBRq+seMi6HexVn89EhKJjUCVnhgSSAqDtv2EXqw8EQ4OV14pft9teTIFQcBDCg+X1W7wWvN06IF2zXm/r5ZBa/Ax5bVIEsaMimLO+WMrKvX6BjIYMyrqCkOnlmB11ZbSK3T79bM0x8NyaTDL1cYb3jbVXAxJEJDKF9F7IodUfig/RQ9iUEDr5Cbia3qkbplcnuhiBoY9MWogKQTa9hOy23XGlMpxG+mXRUJJ+NoEvZsSzfqZAY2isuJ9ToF2zXm/zyrIgry7pw/HswXL9okWaA0+lrMKAAFJwoxJjRjTEMPo+gjGNMQwY1IjAr6hYztYzjlJ1hlpN2QEhZM5dcvW/hYrH3gJS+/9LTqf3I2CA+ek9q89DsBsLPV4Kmea1I3FnU+68b3b009Nte5EvyzesMojopdAaMSDoZWT5RVPB+2as75PTrROW5RoDbiHcVvPYyMGA+g9kUM8KiIeCjJxHLmVCJEHvNQqhuWck2SdEXlPC7flAZmSfJdeeikEFcssEAggHo9j/PjxuO666zBrlrZ7rNbAssCxiIg7Hn7VFKkby+YnKYxt2/dh9eILEQiAyhAxKwTL82TkHloxB8odrcj94Ml7FA8NVcc9/sKeqpys1YsvRPzk+7xQgku75rRGtPJ9iZiIkBi0NCTpJkGuZRguvLQZX/3R70vl4vIc1KrBYhZuMVxpwXLOSbLOCtoJt4XUTRk7V1xxBX72s58hkUhg7ty5aGxsxJEjR7B9+3b09/dj3rx5OHDgAL7whS9g06ZNuOiii3iP27VgWeBYKIipZ5sjdWNVciTFMnwLtK66oSgIeGPvYYyujyI3WEQ6m0ffQAbn2+we5+0R4cV7JM+1BGDri+TquEAAQ98Hd3nL1GAkN4rWiK6qLjTJ/k17o3ebIK8+vyG829OHNZteq+DFqaXqGl5wk+FKC5ZzTpJlrK01SHBb8YApY+fo0aM499xzsWnTJiQSidLfM5kMvvzlL6OpqQn3338/vvGNb+Chhx46pYwdlgVm2cA8lBxJsQiAddUNgoBDRzN46Y0DVWG7sY11OMPGxEfeHhEjypDGg8H7+6wC0XAAkKpQwkfwzv6+qmfgpVhY2b9pbvQ8BDnvsEn5+U3li+jc2kV8n1OJ6m4NE6ntl2g4iMkfbUAyV+Ci/HlD9ZxjiFPJKCN9JlfA3r/049OzPjpcVCJftkysndtC6qZ+7de//jXuvvvuCkMHAKLRKL74xS/i9ttvx7e+9S1cfvnluPnmm7kM1CtgXWAWReU6Jafzu7mipMnlc2PHeQjblMdGyyxN+2xGlaGeB4P391kBNcNh4aXNFR4GtVYivJQw7Vyx3OhZz7nVYROnb9V6pKWAe8JEpLmKhoNEKg+1MbMYciyfVZ7zAsCdkd7sXnVbSN20aZVMkhmHjx8/jnx+aPOIoqia21Or4LHAXksCNHsYsoMFzQqy7GABYRtZWUnGolkhzftW47ZbkhJahkOxWNk2RKuVCA8lTDtXrCFns+fcjrCJk/tFrVde+5wJ6Ppzb8nAdUuYiDQX7W0TiVQepDEbkX/lho2cW7bBAWJAtbQFCZVeoehJ+Wdmr7otpG5qx//N3/wN1q1bh0mTJmHq1Kmlv7/77rv48Y9/jIsvvhgA8Jvf/AYTJ07kM1KPwAtMvDzBIrgz2eoeO8rX7aag12OWBiiTzTnfaox+n90hAy3DoWvvYcxvm6D7N4CPEqadK6dCznbk+zh1qzbaK88N3E+kudIiVS0fsxH5p5TPi+Y1o7unn8qgogErI72aV+gfLq40UrW+Uwk3sVqbkizf+MY3cP3116OjowMf/ehHMXr0aBw5cgQffPABJkyYgG9+85t4/vnn8dhjj+H+++/nPWbXw81MvHrfYbTDNAvzZiKmTaKo97rVYFFKvI1ep2jkaWGkbYja33gpYdq5YvV+BAAsumwyrr/8XKQzecSiIjLZQV3yMjtCTE5duowavYDzLNekuaIlVaWVEST5TGtQ0YJlXxnxzGp9p5oOcQOrtSljp6mpCc888wy2bduGHTt2oK+vDxMnTsTSpUtxxRVXIBgMYsKECXj88cfR0tLCe8yuh5uZeNWgpSBFjfexMG/GQgEdfhChxA/iRGIgq1LinUNFc0tyqrJEj/2bRFpW/jfeSphm7pm8H4KAg0czePyFvcT2CVrJ9XaFmKygddC7EJkxes0+L0/vpXK/RCN0a0QrI0jymdagogVv7h0Zakaq8jtpdYhTMD2GcDiMBQsWYMGCBcTXJ02aZHpQXoZTysYqq/6hJ3djxYJWAEBBqnZzsjBvmuEHsTOZkYdSos2/ohXcerckp0qiZfZvUg7W+c1NGDUigtuvn1Xijer58BjGNiZwz7JLLDNm9eaexfvBklxvV4hJ7dJ1Y0cLBg0m3Je+T8djqHcmlPLC7PNaoViVIWwq/itKGUGSz7xZi3lz75SDZJiVfyetDnESpo2dV155Bb/97W+RTqdRVNwUBEHA97//febBeRE8lI3dZX56Y05mC2gEkMzyZ950Mz+IrUqJU9jJqhCJ3p5UY/+WDddvPPRKRTXW0gUtECUJjQ4n4Zv1vrEk19sRYtJSPuuf2I0pZSEUmr1Ge4nTOjOtk5vwbk9/6d9mn9cOxUq7RtSkoAT5y5u1mDf3Tjnq4pWeW+V30uoQJ2HK2PnpT3+Ke+65B5FIBKNHj66quDrVKrDKwapsnCjz0x/zYMV/y8GDedOt/CBOKyUzxp1Ro1ePF4e2YoTE/j26PoKevx6vMly79h7GBhdU4cgwU/3ImlwvALi4ZSyuuKSyqSYvyWkkLEGz12gvcXpnJpcvYOY5Y5i8eXYpVhpDmMUosoK12Kzxrqc/zhgdR+fKuabDlyTdYTdMGTubN2/GFVdcge9973sIh51LLHMjWDwsLIrPSqtezscg5WXwZt50mh9ECdZkcz2PCO+wkxGjl4YXh7ZihMT+vXrxbKx/wh2GK2+wJNdLgoD1hHMODM0/DyPQaFhCbz2MnEsthRsLBhBj9ObZqVhJhrDyTNP0GyPJ50yugOd37Meyha3IcuzhZsZ419IfSyn2I60OcRKmjJ3e3l4sWLDAN3QIYPGwsCo+q6z6RGTohpqIGGfeNAq38cmwJJvTeOl4G3e0Ri9t9QVtxQhLRYsXoZdcHwsFLDvnalBWSWqBlC+itR5Gz6WVXGFOKlatM633vKryuVi0nFeNJjVCjXunAFQZ51WeXUod4iRMXavOPfdc7N27l/dYagKy0J8xpani7+VMvL0nckjli5AU4T4axUfz+3ExgMa6cEkJsY45eHKYQQGa7+MRkpAPDQklY9Em6HnalOtn5rNWGHey0OpcORf3LLsEnSvnYpnCONMLc5wzvgEAncGi9rtjmxKan3WaCJEFemdG6yzwOOdKFE72A1u29ne4rfNlvNx1AK2TyedImTsjQ2s93HQu9cZilWJlkQcyzMhnVij3xrK1v0Pnk7tRIIxXOT4J1UUpQPUz0+oQJ2GaZ+erX/0q4vE4WltbEYvFqt4zduxYqu86cuQIfvCDH+Cll15CNpvFrFmz8C//8i+qZIT9/f246667sH37dgiCgL//+7/HbbfdRhyDUzDLxOukV0Orz8pApoBDPX2IRURExQCWd7SU9TriW0ljJz+IlSEm2s9alQTN2n5CNnKMVoyYqWjRglv7KQHmCdPsaDqrlg8iMxnfu3lnxXforYeb2HD1xmJWsdodcrYDrDmB/HryOW/tmNKen/vc51AsFvGNb3xDNRn5nXfeofqupUuXolgs4ic/+QkSiQTuv/9+fPGLX8Tzzz9PNGBWrFiBdDqNRx55BAMDA/jmN7+JVCqFH/7wh2YexRaIwUBVKAQwVslgRy8RWkZNGpctC+zo8WV1iEnts9FwEO1tE1EoSiUOoZuubsXGZ97EjrerDWGrlAhtiTBLxQirgnSCHNEozBCm2dF0Vi2XLhIWsfGZNysSxmnXw8nee8bGYlyxOhFytgOsBpoXevLRwpSx893vfpdLxdWxY8fwkY98BF/+8pfR3NwMALjpppswf/587N27t4qQcNeuXfjDH/6AX/3qVyXPz5o1a3DDDTfg1ltvxemnn848Jh5QHpzVi2dzqWSwU6g4xRckw8pDQ/tsLJVNpJwJreaCN3a04PrLpxrmPjEL2hJh1ooRswrS6f2nNiZezR55GrhqCimTK2DLC3sw85wxwyX+xSKWtE/HdZ+dyqXxpJPKjNdYrJIHbgCrgebFZ1aDqZF2dHRw+fGRI0fivvvuK/27r68PjzzyCM444wwiKeHOnTvR1NRUEeL6xCc+AUEQ8F//9V+4/PLLuYyLBaSDYyRR0y23Jy+6bGlhRYiJ1PdG6RHRai4ol2LH6oYTvK0M4egROq7Z9BoA4xUjpEoVM3Db/mMhsVP7LC8D12mFVAwEuLI02w2nQ85WgnVvRMOiqme3dXITomER8MhaU5+Cp59+Gp/85CfR0NCAp59+Wvf9V155paGB3HHHHdiyZQvC4TA2bNiAeDxe9Z6DBw/izDPPrPhbOBzGqFGj8OGHHxr6PSVEToJzIFN9cPTzHkJVvx8Kiqiv2Ij2xjxTJ3Lar2fyqB8VtWk0fGHk2VQ9bVe3IBQQAAhDzNJbu3RzJvQrm4qojw4ZB9mCpKpcI8GTMfIg254VAaxY0IpktoBUZhDxaKiU3Ll2RVvF34ICEIlq70nlmKPhIFYvvhBbX9yj8hzqe9pN+4+0vsDwzf/mRecDIK+H1mc3nCTAGxFhO+eJoHZlWCIilvJYtPeV8d/OFCSs39pVlRe0dEELog5lpQYNng/e8sBNMLI3SDieLRDJQuXcr3Quj3Qmj0QshHg4qPpdRtfEClAbO7fffju2bNmChoYG3H777ZrvFQTBsLHzhS98Addccw1+8YtfYOnSpXjssccwbdq0ivek02liuXskEkE2mzX0e+UIBAQ0NGhXjtDiUE9f1d/08h5Gj4xiRNxdsd6kjjcqFhVxaCCLRCyEkXUR141fC3rPNiIRrtgPq66diWMnskimB4nP+8Gh45o5EzfMn4ZsroBCUfvWl8nlMf7MehxP5fCjzTtVlatsRNXX80nKJxGwGSVlI425vW0isaVC+XOo7Ruja2QlSOsrY1f3YaRP5r+Q1uODQ8fxzv4+LJrXjHPGN5QIBN/t6ce27fuQyRcxbswI5jEuXzQDD27ZVaWEVyyagcZRQ+Oi2VdGzvGRgTTWP76L2DJj/RO7ccvnZ+C0sjk5nsppniPeoD0fvOWB0yif55GJMBZe2oxisdpYWXhpMyLRkObYD/X0leSYTBYq7997N+/EV//XBfjBo68DGNpvyxfNQNMo9XnnJbPMgNrYefHFF9HU1FT6/7whh62+973voaurC5s3b8bdd99d8Z5oNIpcrtoKz2azRE8QLYpFCQMDKdOfL0c0XD2lmnkPV7cgnx1Ef9Z5hslyREX1G0Hr5Ca89MaBKrp5MzdDJ6D1bDOmNCEqBtDfn6z4eyIUQCIUAYCq9TqeJN8My3MmzhgVxUBGm3U3GhbR358c8g4SxgYMKab+gQxGxMMYGEijUHCHC5k0Zj1PVt+xDPIq+97MGlkFtfWVMZDMoftktaLydnsilSPmabVObsKqa2fiRCrH5TnUvHRBqVj6fr19pVyPgoTS95Fu7gPpvGbLjIETOQRO7k/eHiU1FCQglSsgnc0T14ME3vLASSjnefXi2bjn52RjZc2m17B2RZvqGQSGZJIsx0goj1rs6j6MB7fswooFrVVzHgwGUF8f4y6z6utj1N4iamPnIx/5SOn/v/7666WQlhKHDx/G008/jS996Uu639nX14dXX30Vn/70pyGKQ0MJBAKYNGkSDh06VPX+M844Ay+88ELF33K5HI4ePYoxY8bQPgoRvNrOk8jG5Fv+DfOn40vzp58URjKhlIS8zo3fKZBctqTSVSeTRs1CKxFcKhShx3SiTEaWq6xIt/d4VEQ+X6Qiosvni7oMsMn00OuFQpHbvlV7NtpcEtKY9XPVBhEX1TUR6xrxgl5eQzI9iDWbdgCoruAZEQ9j86+7NRuGmllDtTWKi0Ip/085R6nMIHGf7v3gKAQAhWIRfz06SE2VIe9DNaTSedSFAlySzWn2JEv1nl17zco8PLV8US1jRe8MasksEl/TULuOvGo+nVUyiwamMte+/vWv4/HHHycaO++88w4eeOABKmOnt7cXt956KzZu3Ig5c+YAAAYHB/GnP/0Jl156adX7Z82ahbVr16Knpwfjx48HAPzhD38AAHz84x838yjcoZb4OfXs0Wid1IigJLmikoEGSh6RcCiIl7sO4N7NOytKV4HhnBOtgwO4hzeFJRFcKVQ//+kpWL34Qjz+wp6q2/vqxRcOJelKEnW1nW7SYEQseRKinInJzCoM0phZuzq7JVnfSHNLpQLPFyRN70e+ICGsc2aUMLtGiZhIrgZsbsLCy5rxL50vVzRrbZ8zAV1/7i39Tflsei0z4rGh9dXtZZUraLaZoXleVoPKLXQXLCDNM+sZVJNZanxNgDtL8AEDxs6SJUuwb98+AIAkSVi6dCkxf+bIkSP42Mc+RvWdzc3NaGtrw1133YW77roLI0eOxMMPP4yBgQF88YtfRKFQQF9fH0aMGIFoNIrW1lZccMEFuOWWW3DnnXcilUph9erVuPLKK11Tdg64R0jzQDmPyJ/eO6J6QwCGbnrxEfybnFoFM6WrJKEqAdjyYnVuStfewwgEMCRoT/6NZm/oKdeXu6pDiDzmj0VhkMbMo6uzG0qdjQr88goePS9dKjNYoRj0LgMsaxQJieRqwD2HUZSGW4QAw56n8r8pny0e0a7UiUeGKnX0yp8PHE5W5H2YMWJ4VO+5ge6CBaR55nEGlTIrGhFVL72Ae8vRqUf1la98BVu3bgUAPPXUUzj33HMxevToivcEAgHU19cbKk1ft24d7rvvPtxyyy04fvw4Zs6ciV/84hcYO3YsPvjgA1x22WW4++670dHRAUEQ0NnZie985zv4whe+gEgkgs985jP4+te/Tv17dsENQpo3ojo07Fqvu5E3xQzSg8WqZ5g8bhT+/blu4vtJglZvbxhRrjznLz1Y0Eym1VIYpDFv274PqxdfiEAAVLxRbvH6kaAU+JFwEK/s/lBV4Mu3WyOlvzSXARYvSSannWNT3gld7W/lzxYoFrF0QQvWP7GbWI0ll5/TEljKz1BpxFSft/L3yt5kqwj/aPekG9iXSfPMq7O6khl971/6ifverSX4gAFj54ILLsAFF1xQ+vdNN92Ej370o8wDGDFiBO68807ceeedVa+NGzcO3d2VSuS0007DAw88wPy7TsDNwpwGkZD2TS6iwaniNt4UsyDlKVjR8NLIbYrX/KWzec1k2nQ2j7io/hxqjQRpvJxu8/qRUC7wU/mippdTVjy0PCW0lwGjXpIbO1owmC8gmc7r6h/SPib9rVypipKE5QtbkcrmkUrnEY+JiCt4doyEAaPhICZ/tKFktEXCIhbNax6qXCMoV9mbbAXXEO2edAv7MmmeNfNFTZ4rN5HfGoEpf5OySqocqVQKO3fuRFtbm+lB1SK8IMz1EBEFXDNviOlaeZO7Zl4zwgFB1aL3ItU6CSTvFWtcXA3lyrX3RE5TufKYP5pkWiNjBjCUqwRoerK86PWjJZjLDuY1eUqyg3nEggFqD4ZRL8n6J3ZjysmquNWLZ1N/Vu1vpJt7oFhEXSiAutAwS3P5xS4RE3FjRws26Hgq1RjGZWObZOjL55E34R/tnnQT+7Kd+aJeTNUwNcMHDhzAt7/9bfzhD38gloID9L2xTgV4UZiTEBSAMaOimHP+2Ioyxr6BDMaMimoeIKdZXnkhEgpW3dR5xMX1YMf8WZFMC7jDxc8btLfbZDqvyVOyZslFiNWFdSubZA+GES8JUBmK0tqnpM8q/8bS02z2tNNx09XDLNwkT6Uaw7ha/lC5N5m3t4E2XBiLiJj8sQa8s79P0+NqF/uynUaI11I1TEnI73//+/jjH/+IhQsX4o9//CNisRjOP/98vPLKK9izZw8efPBB3uP0NLwozNUQkCTMmNRYcZjGj6nTPUxepFonIRyo9m4ZzU0xAzvmz2gyLQ3c4uK3AjRdz+NRbZ6SUriLMh/OTHWMHIrSyt8obxEi/+2mjhbk8gXMPGeMoZ5mG595C5M/1oAr5lQadxufeRNL2qcjLgaIeR9avEzK/CGSN9lsF3oSjIQLtTxP8t4VJAlLO1rwxp97Mbo+WnFRPH9SI1djxGtGiF0wZey8/vrruOWWW3Dttddi8+bN+M///E+sWrUKt956K/75n/8ZL774Ii677DLeY/UsvCrM1UB7mGhc2W6P81ZBkojerYN9SSy9uhUZiv5RxK/V8X7YESfn7T1yk4vfKuh1Pac1UkkeQxnKfDij1TFyKKqc1fufrzgX2VxheK8BWLtiTtX+iwUDiBlQmpl8AZ+68CxiKKp9zgRk8gXEguSmx3q5b9GwiNuvn4VwKIBjJ7IY0xBDinDejHahJ8FIuFDN86T8HgnAK10Hqgz/1klG+cp9mIEpKZJMJjFlyhQAwIQJE9DZ2QkACAaD+PznP48f/vCH/EZYA/CyMDcLGle2G+O8NEnkqt6tYtHUjYo2n4vnzZUE3t6jWm6wSAtaI5XkMQTU8+Foq2OUoSjZy9R2/tjhTugnv5dLB3FJ0AxFfWn+9NLfgpKEpVdXJjdroS4eghgUkIiJGDemDuuf6CKeGR7SlCVcWD4eee/WSiqDHtxchGNqX4wZMwa9vb0AgPHjx+PYsWM4fPgwmpqaMGrUKBw5coTrIL0ONwpzu5k8AWDH2weRyxexrKNlOGznkoMAGEsiN+Pd4sGbwuvmSgJv7xGtR9Po77pZoJJAlUeh4jGkyYczGtqyUuYUJe28r6IkQW6WWRAEPFRmsCya16yZ+5YIB0uMzJ0aZ2bFglbm52AJF8rjLd+7tZTKoAYt+emG67ypMXzyk5/Ej3/8Y5xxxhmYMWMGzjjjDPz0pz/F0qVL8ctf/tJVBH9ugNtK9Zxg8pTh1oNtxc2LB2+K3XPFmuBYbojEItplw+UeTdItX1nCDHi3qpHGODabDweQ1y0SFrHxmTcr5t5qmZPJ5jVbp2SyedSFwsTzRssJo3dmjmfyOMKBYdxouHBsUwL3LLuEeGZqLZVBCT35ycMAZYUpY2fFihV46623cP/99+ORRx7BLbfcgttvvx2PPPIIJEnCt7/9bd7j9DzcUqrnFJOn8nW3HWzeRgcv3hQn5spsgiPJEFFL3lR6F5S3fPk9PFsCeAEsyaVVny0WsaR9Oq777FTbZI5aSwp5HyQ0WkiU5xQtbp+mSo7IwshsFEbI9GTPE4Cqdav1VAbd6rVsAU5nJpm6MjY0NGDr1q245557AADt7e149NFH8bWvfQ0/+9nPUCy6oxOzj2rQKHU9SIKAVL6I3hM5pPJDnBrliEd1eubovO4EaIwOI6Cd51oRgmqGSNfew9j20ntob5tY+pvypq5nxMj7i8fePdUgK+vGujDinPuokaDWkkLeB5HQ0H5WO09yTlEmm1cdsxlGZqWMMgPZQz9jSlPF32m8ZXIqAwklw98E9GSxXd+nLz+1Kz3tgCFJun37djz11FMQBAHz58/HJz/5ydJrM2cOuR/vuusudHd34x//8R/5jtTjcIv73agnQRIEDGQKOHTSLRwOBXW7IYtBQbOyRAyyCx7e4G100M6zG/O5zEDLEOnaexiL26epljDTetXc6AXzUQm9lhSZ3FBHbJbzZjR5mGc42KyH3opUBiM6xequ8frr6fwFl1qCb9u2DbfddhtCoRDC4TD+3//7f3jggQfwd3/3dzh69Cjuuusu/Md//AeCwSD+6Z/+ycoxew5ucr+z9uqh6YZ8PJXTZI09nsrhtIS7lBJvo4Omc3nviVzNlOTrGSLyTR1A1TzSGjHRiP6c2g3lZYB3F3q3QU9p2mHkO92J22yokWcqgxGdYkfXeL31TOjwSNkBaunwb//2b2htbcWmTZsQDofx9a9/HevXr8fkyZPxT//0T/jwww8xZ84cfOMb38DZZ59t5Zg9BzclodIKGa2wBKDdDTkWEXHHw6+qssauXTHH2oc0Ad43LyOdy71Qkq8Hlps67WcDgrbHMMAhVGEEbvHW2gWa56VdS9bz5tVO3LwI/2h1il1d4/XW0w3OfOodsH//fnz3u99FXV0dAGDZsmW4/PLLcdNNNyGXy+H+++/Hpz/9acsG6jWU34D0mtnZ6X6nFTJ6YQmtbsixUBBTzx5NZEN1c2iG583LyO2TtSTfqVLs8t+tT4RN39RpDXBBkDQ9hoIwXNZsNdzkrbUDes/75SvPw0AyZ2gfsJ63WujEbQRmdIqdIWLt9XTe2qE2dlKpFM4888zSvz/ykY9AkiSIooht27bhtNNOs2SAXoSRqhTA/lsHjZDR2/xa3ZDdVmqvBjUjQXnzMmtM2NG53CnvgvJ3o+EgVi++EIDxlhm0VPpRMYjnd+zHlPENVR7D53fsx5L26bYpNDd5a+2A3vMe6E1izaYdhvcBL09HrXM1mdUptEYMr5xFN7eqoNaykiQhGCyjLD/5/2+55Rbf0CmD0fCPU7cOvU1ppOIBGDp40bAInKzE48nXYoUwojUSWI2J8nnm3bm8IMER7wJpj2dyBazZ9BpumD8di6+YPtRHy8C60VDpC5KEG9qn46End1edIbuN6FMtWZr28sO6D1hAyzDutfAji06hNWJqpVBCC8wuhTFjxvAYR83ASPjHbZ6OchipeJDDCNnBPGLBYSOIJ18LT2FEG4LgHargXfGVzBbwzv4+LJrXTCRws8q7oLbHM7kCOrd2oXPlXNVkZBKMzLNb+KpqhTKAFkYuP2b3AQ/oMYx7MfzIolOoQ8Qe8cazgPlECjYnBbodejegRDSkyrLpJmjlnFx/+VQcT+ZKTfnkxOM1Sy4abhpoElYJIyWz7+SPNeCd/X2a4STeoQruvaeyg5oEbulsHnGRj3fByhw0o/PsBld5LBTE7GmnY/yZI6sMzZ4Pj9VcCxij5d6AO71bXgw/sugUI0aMWy4SVsGQsXPnnXeWEpSlkxNwxx13IJFIVLxPEAT827/9G6chegt6N6BETHRlXygSlG7hcCiIl7sO4JsbXrGs4sEKYWQ03i0Lad6hCt63pxHxCDb/ulu16eKNHecZ+j41WJ2D5sWQkCBJWNw+Heuf2F1laC5dUHstYMyUe9PsAxYDzcxnvbjX9CgVYlFRlbkZMGbEuOEiYRWopdKsWbMADBs5an8j/ftUQq3FPsvdwr19ScsrHngLI6PxbmBYSFsRquB5e8oXipoEbvmChLDIzqhqdQ6aF0NCkiBgwy93Ew3NDTaHQ9TW6J33+9D1516cM340l9wZUv+yVGYQf3r/CG67bqaud0tpnETCoi5BqRrMNp304l4LCgJmNDcRL4EzmpsQpIiu1LIRQwvqlf35z39u5ThqBrUc+wwKsPzZjAojvdud0RL6cmVtleHKS/DoUbCnMoPMt1Q7ctC8eEGwMxxiZo9Hw8FSiLNza1fp78wMu4T+ZQsvbcaaTa+VLkEk75ZZglK1+TDbdNKLe00UBSy8rBlFqZpyYeFlzRAZLzSnCtxnxtYA3Bb75BnLt/rZjAgjGte9kRJ6pbK2ynDltR76PcjYj7cdOWhuvCDwYgpmhdk93t42kdijygqG3WKx0sOn9G6xEJSSwNJ0kpbmwE0YzEu45+evY9miGfjiP5yLdCaPWFTEkWMZ3PPz13HXVy5GyDd4dOEbOxbBLW5DNUF2Y0cLBvMFJNNsZF4AVJ/NjFIXACy8tBnFIuEWc2lziZqKNpFZT+GPbUpoKmvexh3P3IpExPpbql05aG66IPBkCmYBbXgqFqlOGD9nfIMqzQFvhl2Sh5Q20V+PoJQE1qaTNDQHbkI6O4jli2ZUGa+tk5uwfNEMpLOD3AoRahm+sVPD0BJk65/YjSllApE3z4RZpZ4aHOLpILWaWLPpNaxdMcdQpZRuz5ZwUDO5D+BnuPKuNLMjrGin29+OC4KeAU67RnbMi5HwlDJhnET6WQ7eDLuk36NN9NciKCWBpemkF0vPR8TDthQiaMFrJIwk+MaOjbC78sDIjYrnYWcRKKlMHplcQfVWarRSyk0hEqN5HjRrbrVHxE3zxwoaA5x2jeyYFyPhKWVISEn6qYRc4cOLYZf0e7SJ/srPsrYX0Wo66cXS83xBMlSIwNsw8RoJoxp8Y8cmsGwY014SgzcqXoedRaDQhgeMhBHcEiIxkudhpNrEao+Ikflz6w1QEgRsfOYtTP5YA66YU+kx3LjtLSxpnw5BkgytES1jr1mQ9rhWeKpr72Esbp+GmeeMwYhEGOc3N+ENwjksb5rKg2GXxLNDm+iv/CxtexGzTSe9WHpupBCBd9qCFz1havCNHRvAsmFYPmvmNqY87JIgYCBTwKGePsQiIqKivjBnESh6tzYxGEDvCWMNBwH+BoEZpU6rWFiqTawCzfy5+QaYyRfwmb85G71H0xV/bxoVw9SzRiOTLyAWDBjOxdFj7GUB6Szohacy2Twa68JIF4q44pIJkAgVPOVNU3kw7MrVWOV/M5Lon8sXMPOcMUx952ibTnqx9JyH3DCbtuBFT5ga3LeyNQiWDcPyWTOsp+UHy6zyYhEoekL1qz/6PTK5AlPjSVaYnRdaxcJSbSLD7pCp+2+AAiInSTGVyv+aec2QFSSPXBxe3i3SWdALT8lnKyoG8dv/+m9cMWcCvvgP5yKVySMRFdF7LIPf/td/458uP9dwmwBVAwPA2hVzTIdbY8HAMPO6gXkyc4HxYuk5D7lhNm3Bi54wNfjGjg1g2TAsnzXKelp+cFiUFyuVfrVgDOHdnr4KLg+nGg6yzAtt2StrtYkTIVO33wCDAQGPv7BHN8nTaC6O0vMZDgWriPJmTzsdN8w/D9lc3rABpDwLtB5NQZJw/eXnYv0Tu6uMOyUHDg+GXRqjw6kK1XLjMxETcWNHCza4KAdNzzim3ZNWpC140ROmBu+M1MNg2TCsm40kyCJhERufebOCCVl5cFiUFw8q/XLBmMoXKypPZDjRcJAlyTgRExEWg7plr05Vm7AmlmvB6RtgdrCgmeSZHSwgHB5KbKVV/jREedFwEJ++8Cysf6KrIn/GSHhPaSTQKD6jDM9uocrgDdIazZ52Om66utWU8akGs9482ssFzZ7kkbaghBc9YWrwjR0bwLJheGy2KkFWLGJJ+3Rc99mplpCm8abSd5MiZUkyXjSvGd09/bpEb05Vm9iRWO4UMtnqFifK10eEh+dVT/nTEuVd9beTsO2l96oShVnCezSKz+2eNjtQkEBcox1vH0QuX8SyjhYuHFFmvaFGLxd6e5I1bYGEWqrGdHy3Hz16FKtXr0ZbWxsuuOACfO5zn8POndVN5WRs2LABU6ZMqfqfmyFvmBlTmir+bqTywMxn9cYUFwNorAuXSmnLwaK8aAStEbhJkRpJFpSrf1Yvno3br5+FvznvTEwZ34BouNpYKZ8XvTVnrTax4rOyoCWhZJQ7iERMm21a73Ul9PIjzhnfAACYMZlcEQXIa24uoVnv/LKsZa0gmeUrh0jQM1gkjb5VvOWkmtyQvY3btu+r+DvtuZSN686Vc3HPskvQuXIulqkYcpIgIJUvovdEDql8UfP57Ybjnp1bb70Vhw8fxrp163Daaafh5z//ORYvXoynnnoKEyZUM2t2d3dj/vz5WLVqlQOjNQ+t5L5UvmguuY/is2bB4lHi7YlxkyuVdiyZfAGfuvAsbHvpvapQnl63dcCZahOrEsvdcAOMhQI66xYwtIdo8yPyBe3vTKYHER/B3yvp9AXBDRQE+iXb7B5hFg+aFR5rs2kLemCtxnTc0IDDxk5PTw9eeeUVPPbYY/j4xz8OALjjjjvw0ksv4dlnn8XNN99c9Zk9e/Zg0aJFaGoi3yLdDOWGKaDazarm/mT5rNmxmlVevAWtIEm4saOFmGx5o82KVG1e5CTU9Mk8gBGJMJ59WZ/8rRyksmZe1SbRcBA3zJ8OQEDviRxRAbEalW7hMyKBtzFGmx8hk/epIaoRkmSBkxcEt1AQuKF3nJbBwkNOqhmVRtMWWOFGugwlHDV2Ghoa8JOf/ATnnTdMdy0IAgRBwMDAQNX7c7kc9u/fT/T4eA1OJZIagVnSNN6CVhIEbHrmLUwZ31DVQmJTGSGcXVAq9URMREgMVnSEXr14tmr4Qq/bOgtISl0u09/64h7NDtg8DAI3J7ryNMbo8yMktE5uIiZHt05uQsSi8J5TnjY3URC4oXec1uusctKIUWn1ueRBl2E1HDV26uvr8clPfrLib8899xx6enrwjW98o+r9f/7zn1EoFPDcc8/he9/7HrLZLGbNmoVVq1ZhzJgxTGMRbU7WG8jouT+LqI+SBSHLZ80gGg6h/sx6DAykUSgUoRVGkaEqaK9uQSggUH2HjIFMATv+dLCinLcc1332XK7PS4tQUER9VERBAh7Y2lWxJnrkb1Xd1g3MSzAYqPivEiKAFQtakcwWkMoMoj4RwcNPad+65Dwg5Wfj0RASkeDJ190Tf2eBvG7DMPdc2kR5Rcw8ZwwS0dBJHp9qcr9r5jUjIgY0c7BY4MRa2i2bSJDPRVgMcJVDJCSC2uHRRETUXF+z4ytIwEMKmQOQz7QdSJ3Iab6ezg55wNRklh1wQyithD/+8Y/4+te/jk996lOYO3du1et79gy5/WOxGO6//34cOXIE69atw/XXX4+nn34a0WjU1O8GAgIaGhIsQzeMQz19mq9ncnmMP7Oe+2dZUF8fM/T+VdfOxLETWSTTg0jEQhhZF8GIuPEYuVPPK+N4Kqf5HB8cOl4ldPTI3z4yJoG1K+YwzYveesg3KdL4ZOzqPoxMvohxY0YQP+tDGzR7PBQKYs75Yyu8kn0DGZzZmEDjKGNnygzsXEunz2o56utjqAc/OaSG5Ytm4MEtu6oMlhWLZlCtr5nxmTnTViKpc7mriw+FFI3qEJ5wjbHzwgsvYOXKlbjggguwdu1a4nuuvPJKtLW1YfTo0aW/TZ48GW1tbfjP//xPXH755aZ+u1iUMDCQMvVZs4iGdWL5YRH9/UnV16LhINrbJlaR9m3bvk/zs2YQDAZQXx8r8+zQIxEKIBGKAADy2UH0Z7WTBklgmStWZAuSqqs4cvLqdDxZfat5t6dfNXwxY0oT6iIiRp70LhidF6PrQRqf8nWr5s+rKEgoeUQSsRDi4aDqTbk+KmLcmBEYGEgT11IE8PHmpgoPy9lnjEBQKtbcvBs9q0bmmRak88FDDqlB1YNmYH2Njs9tZzoq6hQAnKxANaNDtFBfH6P2FrnC2Nm8eTO+973v4TOf+Qx++MMfIhxWt2rLDR0AGDNmDEaNGoW//vWvTGPg2dOGBjTVIWpjiocCWL34Qjz+wp6KJNdZU0/HPcvnAAD+ejTDPRGtUCjaNk/liXf6rLHqc8U6Bpr8A1Jcftv2fVh17UwAleEL2VCSCkWwFv/SrgdNXgGv+XNDFY4WioEAUtk8kulB1MVCiEVEBIqVz242wVZvPeKiUMqZMLL+bp/TchiRa1YnMtsprwDz60uL8n2gl/jO80zTQiusGzi5nnavSTkcN3Yee+wxfPe738V1112Hb37zmxA06vJ/9KMf4de//jV+/etfl973wQcfoL+/H5MmTbJryFzAkkAoAdj6YiX1fTQcxGcuOgubtr1NVK5ON2I0AqUQdKoPFm1ZKSnRMJMr4N7NO3HD/On40nz72lmQYFdljluqcNSQFwSs39pVcT5mTT0dS64qb+UQwrs9R/DO/spwjFM9vtw+p0rQyjU3JTJ7ASSCUi3PsRPMxmbpMuyCIEnO7aj3338fV1xxBebOnYtvf/vbFa9Fo1FEIhEcO3YMI0eORDgcxltvvYX/9b/+F66++mp88YtfRG9vL77//e8jGo3iscce0zSUtFAoFNHX54w72cytLZUvYtna31X8TY2dFxja/CzCQxQDaGhIlLo6W3nTlAQBnQQhKJdOnzN+NDfDQe85ek/kcFvny6qfv2fZJaU2FQVBUBXwvJWScj1oYPX41NZN/h3l/rPbW1EMBPCgwtCJhoNYde1MbHvpPWJncBIXUufKuVW8KWbWA9CfA705/fKV52EgSaYRoP0Nq6D3uyQZVg7SPNPC7HrQwu45Je0Dtb3rVkPYqjUZPTrhjTDWc889h8HBQfzmN7/Bb37zm4rXrrrqKlx11VW4/vrr8eijj2L27NmYPn06/vVf/xX3338/Ojo6EA6Hcdlll+Ff/uVfTBs6TsNMSSCJ2+Gc8Q1VvC0yeNLDW33TVPOm8O6DRfMcRspK3cwxA1g/PiPkanZ5K5Ruf+VFoL1tYpWyALS5kHi1JqGZA705PdCbxJpNO4ifpf0Nq6An19zUAsYInJhT0j6QPcftbROxuH0aMln3yRy3wVFj5ytf+Qq+8pWvaL6nu7u74t8XXXQRLrroIiuH5XqQlLBeqTMP4aHWa4an69kOIUjrQjca/nEzx4zVoF03u8IXSqX0vRsvrnqP1gWBxIUE8CGio50DI12slZ91e5jIaYZnM3BqTtX2QSZXwJYX9mDmOWNsa4TsZbhvR/nQBUkJ65U68xAeNL1mWL1HdghBWi+E21sgGIHVN1LadbOjQSVJKZm5IChfZ8mFUHqZaObAaBfr8s+6vRGom1rA0MKpObWSaflUgm/seBAkJaxX6sxDeNjRa8YOIWjEe+T28BQN7LiR0q6bHZ47klI6cixTdT70Lgjlr7MYuEpD8/brZ2m+X54DM12s5c+6PUzkxYuE0TnlZWCwtIABvJfkbhV8Y8ciWG1Jk1oWzJv1UWywUHjY0WvGDiFo9Kbk9fBUerCoy2obF9ly3mjXzQ7PHUkpdW7ZhbtuvBj/+vRbJYNH74IwtjGBe5ZdwnR+SYYmrRdWbU7LE6jVPuuFMJETDY5ZYGROeRoYLC1g3B7OtBPO7/gahBOWtCQBQQDLO1qQssjIsqPXDGC9N8WLLnQWJNPaHjlenbdp1s2OuScppaMncvjWhlewbNEMLG6fhlQ6j0Rc+4IQlCTmXAiSl8mIF7Z6TkN4t6ePWClW/lmv7HG7GxyzgHZOeRgYystyPBSs2Af1iTAefupN3d9wezjTTvjGDmc4lYAJDAsFnl4ISRAwkCngUE8fYhERN13dio3PvIkdbw/3qbLC9WylN8WLLnQW6HXW5tl5W2/d7Jh7NaV09EQO//HKe1jW0YI62btisWFN8jLpEU4qf1s5p62TGjH17NGa8+fFPe52LwTtnLIaGDSyPZXX89YO/YZe6C2ZziMloGRQSSfH7zavGg/4xg5nOJWAKX+/HQbVjR0tuP7yqUimrTsQdocBa+1glyMSCjrSeVsNVs+9UUXP27DWY7plLRumnT+v7XEveCFo5pQlX4pXpZ78G3qht2RmEGs27agIi7nRq8YDvrHDGUYsabOCx2mDasPJQxerG74d84RdYUCv5+LQIhwQNDtvhwOC7c9u9dw7pehpmW4zuQL2/qUfn5710QovEy1o589Le9ztSdUy9OaUJV+KVrbT/gZtknt720Q8/sKeqn3qFq8aD5wawTobQWNJ39b5Mpat/R06n9yNggkyRBqhwAqaQ2cF9G42kkfJIx2FJGHMqCjmnD8WqxfPxu3Xz8LqxbMx5/yxGDMq6moFyAJZKTXWhUtUAlaCxEO1bfs+tM+ZgNbJTRXvdXM4ySl4IamaBrKBQUIpt0cFtLKd9jdkL6fyvXKS+7bt+wAMcU6RPL+AtfLeTnhj93gIRspFzVrNTlW0KF+34pblBVe2FxGQJMyY1Fjh6Rg/ps5XthxB4qGyk+nW61wqXkmq1gNLvpR+xWvI8G8ovZyRcBCv7P6wIsmdFymtm/egb+xwhtFyUTMK3KhQMLMBnbpl2REGPFXhpZCGF6HGQ2UH060TLTiczrVyM8yGUcWgoJlfJwaHPdtGfqP87B8/uR/LwYOUVmsPusHQcMMYag40lnQ5jHpJjAgFs0LQqluWnrCkTaijfQ4ftQe33h7t4KEiQRIEbHzmLUz+WAOumDMBucEiwqEA3u3px8Ztb2FJ+3TLK0B5nUGvJVVrwczl4ngqh/Y5Q21KSM1pj6dyOC0xrCvM/AapYIGVlFYv/WDFglbdcVkN39ixAQGdPBMzQpBGKLBUbVlxy6IRljzCgG5Vhj6GYXaNjChcu/eBXTxUSmTyBXzqwrOw7aX3Km7ssoLM5AuI6XSGpunAbldZ+KnsgYxFRNzx8Ktob5uI+W2Vhuu9m3di7Yo5zL9BKljYtn0fVi++EIEATMl7vfSDZLaARuaRs8E3diwASSC3Tm7CqmtnVnl3WISgnlBgzX8ZNqiKyOTyiIZFxELmEj1phSVrGNCnRnc/zK6REYXrxD4ICnAkDCNJgmb39i/Nn675eR4d2P1cOj6IhYKYevZoYoNabgZzWcFCuUF1sC+JpVe3IpPLG74g6Od4ahOb2gHf2OEMNYEsC572tomljWy1EOSRZCxIEuqjQYw/sx79/Unk89qJbGowIizNhgHdTkrmg81DQLuHnNwHToRhipKkWknTtfcwipIEgOxd5s3rcqqClxdRkCTc2NGC9U/srgpj3chx36oWLBSLprxq+jme2iFeO+AbO5yhJZC79h7G4vZpmHnOGFsqMmIREYvmNWPb9n1EI8HOUk6jwrLca5XKF4k3HRl2dtT2wQaWNaLdQ07vA7vDMJms9rxksnnUhciGCG9eFx7wWhiapxdREgRseuYtTBnfUBXG2sQx/wrgu0/1cjwTHFnazcI3djhDTSBHw0G0t02EZOGhtSt8ZgYswtJNHbV9sIFljWj3kFX7wK1KOB4VS/LlnPENFQpy2/Z9mvNGO1esnbdp4bUwtJ5n7MtXnoeBJP28pAcL2PGng9jxp4PE16/77FRXXtgEScLSjha88edejK6PlvZg30AG509qRNAF9Gi+scMZJMESDQex6tqZVQmEPA+xm8JnJLBUd7mpo7YPNthh9FqxD6woq+VlPMVDQ1T/j7+wpypBefXiCxHXOFu0c8XSeZsWXgxD63nGDvQmDVWPevnCJgF4petA1RlpneR0avIQfOnPGSSB3N42kZhAyPMQpwfVG8PZET7TA2t1l1s6avtggx1GL499UG6I1CfCePhJvmW1XEMfALa+WE3137X3MAIBDMkXlc8amSvlGaTtvE0Lp8OPZqBnnJST9dHMi1cvbH7p+SkIkkA+Z3yDas4Jr0OcTGtnu6czeTSNcLaUkzV50w0dtWW4NaThdthh9LL+htIQWb14NteyWh4eDGWzUbNGAkvTVNrO27TwoldDz/hQkvXpzYtXL2x+6fkpCqVA1tubPA5xVCcBTO91u1ALDSC9lldgFcwafHaskdnfIBki+lT6xspqWT0Yyv13+/WzdManLV/MzhVv48SLXg0jvGAytObFqyzSfun5KQzlDUgLPA4xiRVTxvnNTYiEgroJhG7yVrCMxUqDyot5BVaA1eAzu0ZGftfMb5AMEX0qfWNltSxGAmn/8aD6NzNXvI0TL3o1jPKCAfrz4kUWab/03AcAew4xiRUTAGY0N2HhZc346o9+X6rGIikHN/U1cbPnxIt5BbxhV3sC0u9abWiSDBE9Kn2jZbUsRgJp/7FS/ZsFb7nmVa9GtXESwrs9fUReMNp58RqLtF967gOATYdYqmbFHF0fQc9fj2PNptcqDp1SOagpkXfe70PXn3txzvjRONTTh1hERFQ0x6BM/Rgu95ycamXNJPBoT2AGdhiaJENj2/Z9WHXtTACKi4RsgBssq2UxEkj7T298Vu0jK+SaF7waame13DhpndSIqWePrpiX2dNOxw3zz0PaBEOx26G3F/zS81MIdhxiJStmNCJi/RNdxPeWKweSEikvl6cpK+WlrN3uObG7rNlpTxYJrO0JzMKOBFaSIZLJFXDv5p24Yf50fGn+dKQyg4o9bkySsxgJpP0lj6+9bSIWt09DJlt2BgGk8kVuMkd5zuOhIHe55mavBu1ZDUoSll7dilQ2j2R6ECPiIYRDQTz0RFfFZ2UDKGvSAHLTJUlbxzlv7fjGjo2w4xCX/0bviZzme2XlQFIiRsrlWZV1+YGNhLVZn52uyODtune7J4sElvYELLAjgVXNEJl69mi0TmpEUJK4nF+zlx+1/ZfJFbD3L/349KyPou5kDk8B4GpEa51ztxonPGG4N1uZYbNoXjO6e/orzk00HMSnZp+Fzq1dZI+hwapBI5+1Cm42VGs7ueAUB61yIL3vnPENqgpN9rAA+gJA0un4XhAEdP5yN5at/R1u63wZN6/7Hbp7+rHq2pmIhqvjvE5XZMjKcMaUpoq/m3Xd03iy3Aaa9gRWQFb0JJQMTQ6QDZHOlXNxz7JL0LlyLpZZoEBkxdBYF0acMjxMu/9Yz6USvL+v/HtT+SJ6T+SQyhdNf48doD2rpLkiyVO9C6XWXFi1HrUM37NTw6D1QpDep1ZuK9PSF4oSek/kEIuImPyxBryzv6/KE6MXdjLC+qwcs1HwdPfyDEnWIreIVQapnQmsbr6hlodIUuk84jER8YiIQHH4zPIOB1sRXnajZ0ILeq2AZJlI4j0iyVMW/jWj6+GmcJdT8I2dGgatciC9j1TOqtb2Qq3/FqCtrPWaps5vm6A6ZiOwQqjyUoZWGQ5WCjerqgtpxuyFBFaroQyRANX7mbcRzfv7vBi+pW0FROI9IslTff4m9TnVW49kOo+UACRiIkJiEBs8ZFRaBd/YqXHQKgcSFTxt2ws1Twygraz1DmwiGsI9yy5hUmhuF6pWGA5W35it8LBYzZ/jZVQagSG823ME7+zvq3iPcj8bNaL1DE3e3+f2QgQSaFsBkQwbEj0ACz+S3nokM4NYs2kHMVcIMC7/asEz5Bs7LgTvjUWrHJTvM9L2QumJoemGrHdgEzFxWOCZfH6rhCqvNTJqOEiCgIFMQZUKwC7jjqeHxe0GqZMgGYFqntTy/WzEiKYxNHl/nxfDt4JU3dn7jNPiAIDunuEwPsmwIdEDsPAj0TI382hV5LVwoxocN3aOHj2KdevW4Xe/+x1OnDiBKVOm4Gtf+xpmzpxJfP8HH3yA7373u3j99dcRj8exYMECLF++HMGg86RFPOCmjTWs0IrI5PIoFLR/X3bL0nZD1hOgYjCgy/qsByuEKu81ojUcaH7XzhszLw+LG2/5brjJGs1pA4b3M60RTWto8v4+L7aGAMidvZXGJ8mwyeQKeH7Hfixb2FoqM0/ERMyb9VFsMOEhpWVuZgmVAbV1EXF8R9166604fPgw1q1bh9NOOw0///nPsXjxYjz11FOYMGFCxXsHBwexePFinHXWWfg//+f/4L//+7/xzW9+E4FAACtWrHDoCfjBjRtLkCTUR4MYf2Y9ej4c0Hzv2KYE7ll2CXU3ZC0BuvBSfdZnGqgJTTmpMBoRDbbRoAsjGIWe4UC7N7x4Y3bbmN1y4TCS0yajfL/TGNFGDE2e3+d0awgzxiyt8anJe1QsVp1zWg+pHsdRJBzEK7s/rPD4sbYSceNFxCwcNXZ6enrwyiuv4LHHHsPHP/5xAMAdd9yBl156Cc8++yxuvvnmivc/99xzOHDgALZs2YKRI0eiubkZR44cwT333IOvfOUrCIfdJcSNwo0bqzxsEg2LWLawFRufeYtIg54IB1EXChjqhqxGta7H+kwLklBVS7SmbaNBE0bgDdq94cUbs5vGrGdUfvnK8zCQZPM20kLPCFTe2klGgp4RbdTQ5PV9TraGMGvMGjE+SbxHtOkDpPfRcByl8sUqTx9rKxG3XURY4KhJ1tDQgJ/85Cc477zzSn8TBAGCIGBgoNqLsHPnTkybNg0jR44s/e3CCy/EiRMn8M4779gyZitBs7HsxDAHzm+x8oGXsGztb/HK7gNYvfjCCg4cpYAy+hzlfCOAhM6tXURCQTO8MyReElp+C62b3LaX3kN720TdZ+MFrbLXRfOaS2WvgIBlC1uJHEU8uWh4wi7+HBroGZUHepO4rfNlLFv7O3Q+uRsFC/lM9Iy88lu7WSOBt6Fp5Pvs4jMqBws/jRHjk6fRRjtm0jnatn0f2udMQOtkc7xgbrqIsMLRkdbX1+OTn/xkxd+ee+459PT04Bvf+EbV+//617/ijDPOqPjbmDFjAAAffvghWltbTY9FdIErTq8zbDwaqhhnQQKS2QJSmUEkYiHEw0FuPUgKEvDQ1i7iAQOAH98yFwPJLOLREBIR+XcFU89RjhQF63P9qCjVM8gQAaxY0Fqaq2hE1EnaK6I+GsRAxkwYQf3ZWECaUy0P1erFF1Z4x2ZMacJNV7cgFBBgN3U7zT5VveXbPGa9/Veu0GRlc/Oi8wEAQc79wBLBgGaoZ2xj3clqxeozyOs3EhGxYq301tLo9wFAKCiivkJpsq21vA6k9dA60+VnnwQ9uSaH8VnWgwQjY1aeo8pcocLJVif04zOzniRorYldcJVZ9sc//hFf//rX8alPfQpz586tej2TyaC+vr7ib5FIBACQzWZN/24gIKChIWH687wgpnKaG2v0yChGxIdchoePpvHg1l1VymH5ohloGhVjHssHh45rHjAJEqaefRrzcyiR1EmoG5EIV6zV8VQOx05kkUwPCd+RdRHV7248+d/unj7i6zIyuTzGn1mPQzrvI4URtJ6NBaQ51fJQAcADX5uLgWROd16shJF9uuramdRraRX09p8yB2JX92GkTxqU9fXs506J5Ytm4MEt1fO3YtEMNI6K4SOos/w3ZNCuJe33WQ3Seuidafnsk6An1xpHxSzZr0bHzPsc3XR1a1VLi9bJTbjp6lY0jjamN604I7RwjbHzwgsvYOXKlbjggguwdu1a4nui0Shyucqbl2zkxONx079dLEoYGEiZ/jxPaN1w89lB9GcHUZCAB1W8Lg9u2YUVC1qZPTzHk9o33OPJHPr7k0zPQUJU1L5JRMVA6XezBUk1jh3RmIBoWHvbR8Mi+vuTqu+Tk5tPPy2O26+fhXAogL6BDM6f3Kj5bKwwQgWwq/swcoNFjKkfugxYOa5ylN/8R9ZF8L+fJLvf1fZpIhRAImTvmMsRFgOqOQ7lJb3lOJEaGuPAQBqFgraxZBRKr2TpVi4VNc8f798wInOMjNkK73QwGEB9fYy4HrRnXw1m5RoLzIyZ1zkqSMDGp9/ElPENmN82AbnBIsKhAN7t6cfGZ97EV648j9qzo7YmLKivj1F7i1xh7GzevBnf+9738JnPfAY//OEPVRONzzjjDOzZUyncDx06BAA4/fTTmcaQz/MVUmYRBMjZ+UUJ+eLJnBidBOBkNs+cJEsTq9WaM5rnUINW4qJUKCIPtsq1WEjboIqFAsjni8T3aYWOWic1WrqPhueUjgoglRlEXLQu/FNeHUJial29eLbl+5Q3MoUi2ucMhSeVN9nykt5yxCJDZ6VQKFq2/nFRKCWCymfAzt8wI3P0xmx11RtpPWjPvhpY5JpZsI6ZBal8ETv+dBA7/nSQ+Pp1n51q6AxbeUb04Lix89hjj+G73/0urrvuOnzzm9+EoJEgNmvWLDz99NM4ceIE6uqG3LevvfYaEokEzjnnHLuGbDl4V1CYAY/SULM8LLxLZqsHJmDhpc0oFqsV2sJLmwFBAFRK4410g7cCRqgArEweVCoqElProI5Qc2MlRzKdL5UNyzfZ0fUR9Pz1OLEdylDegvuSvnmjVtpF8KgCs5vB28nKtVqqxnLU2Hn//ffx/e9/H3/3d3+HL3/5y+jt7S29Fo1GEYlEcOzYMYwcORLhcBjz5s3Dj3/8Y3z1q1/FypUr8cEHH2DdunX453/+Z8+XnRuBHRnyTh4w+fetMviS2TzWbHqtQqHJrtk1m17DPcvnlMpFlYaXfnKzffQAiYgzXCVqXZ2V89IwIqL5PXoJn6www6USj4rI5AoVzyJ786aMH11hzJW8EKdAg+loRCeUovO6Ek7SbDjZX80sWaVTY/arsTjhueeew+DgIH7zm9/gN7/5TcVrV111Fa666ipcf/31ePTRRzF79mxEIhFs3LgR3/nOd7Bo0SKMHDkSn//853HTTTc59ATOwC5CLiWDcjQsIhYK2CIU9MByCJPpwSqFVo5UOo+6EJlbpJeiWsyum05Q0A75WbVOJEVFYmoVdfJfRAutBLMhEtLZkknibpg/HV+aP/1kHkq5sql9aycgCJprGTBYgs/DY0BrOKi9z+7+aqxhOzvGrJyraFjE7GmnY8fb1WEsO8gfecJRY+crX/kKvvKVr2i+p7u7u+Lf48ePx09/+lMrh+V62Ol1KQ+b9PcnXZPbxGLwJWI6pfEx9aaGsYiIRfOasW37PiIXkNXeCiWcuPGRFBWJqbX3aEYz/+V4KofTEvwNQ5YQidrZmnr2aLROakRQkiqUjV6vslqBIEiaaykIxow+Vo+BluEgUr7PTjZsN7LjK6E2Vzd2tABAhcFjl4efJ7zjgzrFQbqdLO9oQcrjnWjNgsXgi0dEzVtqPCICxSGjzgiDstXeCreApIhITK1iUMA9P99JDBfeu3kn1q6YY8n4WEMkPHuV1QqiYhDP79hPrMp5fsd+LGmfrnvDL5dh9Ymw6cuKnuGwYsEQ31pBgmsMDKfZ8fW8YFpzuuHJ3Vh6dSuu++xUT+sa39jxAGiowgGUbppONzC0C2a9GoFiEUsXtGD9E7urbqlLF7QgcNLQMdKI0WpvhRqcULgkr5paV+cp40cTw4Wtk5uGSmqL/D2FPEIkvHqV1QoEScIN7dPx0JO7iS1W9J5VuU/lZsEADF9W9AyHZLaARgyVtNtlYOjJXScTfXk0EM7k8raH/XjDN3YcBovFrRSqp9JNU4bZOLYoSVi+sBWpbB6pdB7xmIh4RCwZOoB+L5wv/sO5mDB2pC3eChIKErDxmbcw+WMNuGKOggNj21tY0j7dtooWUlfnWFTE7Gln4NFfkUMf2cE8YhYwqtqRVMnjpu61i4nZywVJhmVyBazZ9BpumD8di68g5UGpQ99wGKz4r9b38DAwaOSuU4m+bmgg7JZQr2/sWARSh1oJ0OQlAYxb3LJQPdVumjwQKBZRFwoMJyMrvAx6AuDgkRR+8OjrpX/bnbCXyhXwqQvPquL8kY2JTL5giTEBaCi+sq7OvSdyWP2TV6vCWHs/OIp9/3MUjaOi6E3zb6ppRwI/q3Lw6sXEzOVCTYZlcgV0bu1C58q5J/vi0X2fvuEQqviv2e8B+F1Gnery7nQD4aIg4I0/92J0fbR0/vsGMjh/UiMCNu9z39ixAGou260v7tHkJQHMW9xOx4RrEXY0YmSBJIHI+SP/+0vzp1v6+3qKT6uMe9tL7+Gx54aLD3gqejsS+FmUg9GLSTEQQCqbRzI9iLpYCDGFB9Lt4O010DMcZN4jVmoGHuEfWe46ReVBO/eWGGOCgENHM3jpjQNVnt2xjXU4Y1TU1nCYb+xwBkmQtbdNxOMv7KlYcD2qf6MWtxvJn7zmpldCTwCMbZQb/znzbEVJIiZZA0MGT9HhsmjS/NlFymh1lRqLcjByMckLAtYT+hItXdAC0SNnibfXQM9wkGsEWKgZrAj/OFE5STv3VhhjuaJUpfeA4cvYjR3nIWyjePKNHc4gCTKSYUPiJSmHUYvbbeRPXnXTl0NXqEqSIfc7b2Sy2oI2k63kC7IbpPmjNfJ5/b5VSZUsykFNQco91wpFCb0ncohHQ3hn/5GqxrVdew9j/RO7sXxhq2s9PJUXnRBuvuZ8HDqaxuRxoypyy3o+PGbKa6BtOAiU71OHmkEaDQcx+aMNSOYKyGTzumSKTpDuKed+2cJWbHzmLSL7d/nc8zbGsoMFzctYdrCAcNg+9nHf2OEMkiAjGTYkXpJyGLW4nYoJk1BL+UNOsq3qgUdOgtVQzp/etHmJft4s6SZpXdR6rqnRHHTtPYxUNl9i+jYCvXxC1j2uFsbfvut/8O9loUvZQ2X2d2iNWTNGL0mOk9Zo0bxmVRoLpdw1cgE06xVX+43Viy/Emk2vlfaQmlFuZK70xpjJVvOQlSOTLWCEb+x4FyRBRjJsSLwkMsxY3E63dyhHreUPOcG2SgOn2kUYRfn8ndDxaBptO+A0zJBuGgnvkWgOZCiZvmlAk08ImFfCtGF8+dk2uPTyQ5LjpDUiUS4A1XLXqqpaJXfRw0+SfwMAfnzLJzGQ5FMQQDNGPfJWvdd5w1uSxQMgCTKSYUN7SGTQKFy3eCGsyh9ipYevNejlJGTyBSTT7poD3m0HvAJlh/gbO1qwgTK817X3MOa3Taj6u5Lpm2YMtIaIWSVMG8Yv/x03Xn5Icpz0HHIrkfa2iVjcPg2ZLFvjYhajaPXi2Zq/kS8UuYTd6SvQ9Lu1+wnKHgbJw7Jt+z6sXnwhAoFhK5vES8JDKbnBC2FF/hDtbYc1V8hrhhLJwI2ERWx8+k3s+FM1vTvPfCkzc2W07UAtGLikPTl72um46erhs683VGUoXMn0TQMWQ4QlYZc2P9FNIMlxteeQKw5nnjNG1ZjgXVVLWg+75tntFWhq8I0dC0BSQPFQUJeXBIArwg6s4J0/RCtoWXOFvJpUXW7gSoKAzie6LM+XMjtXRtoO2GXgWgm1Pbnj7YPI5YtYdpIFPaUT/ioPhSuZvmnBYoiw8LXQ5ie6DUo5zpKMzLuqlrQeds2zuQo055tJu8t3WEOQFVBjXXjIRStJVX9zy82TN2SLfsaUpoq/m7XoaQStkfeRoGcoSS4Jr8hspN09fTieLVSNi2UOjIzB7FzJbQf2/qUfazbtwA8efR1rNu3A3r/044Yyxmfa31B73zvv96Hrz71I5Ycqm1L5IvMaSoKAVL5o6Pto10O+IJAg0xz84KZL8MDX5mL5wlZTZecshgiNggPIzyGH8UkoXX5cinKZnQhrr5HWc0TDouoclFqngM0osmuejXru5by2KeNHoz7qnMfVnSa1D8+DZ/4Q7U2CJVfIC0nVNB4Mo3NgJvxjR6NN2t8gva+8aqZza1fp7yzeHtou20rQrgcNzcGYejLTNy1o8wnLf9sotQXpOZ5/bT++f9MlePipN6tClze6MDlZDSxhmexgnhi+nTX1dHzu01OQzuaRztKXipPWw2geqFm4qfLXCHxj5xQF7xwHte/jEaKjFbQsuUJuJGUsB22IzsgcmA3/2NFok8XA5U1cSNtlmwQj62F1gQFtPiHARm2hfI76RBg/e/ZtYuhyE6GHm5vzr9RSFCQAqXxRdczJdB4PbtmFZYtm4Iv/cC7SmaF+fGIwgH99+q0q40SvVJy0HnKy9A3zp+NL8431GzMCt+Xi0MI3dk5B8M5xsDpnglbQstw43EbKqAStp4N2Dljym+yYKxYDl3f1D22XbRKM7kmrCwwM5RMyUFuUP0cqX8SOPx2sSJgvx3WfnVpaDzfnX8lQrlEBoCjDFrF80YwKI1yrZRCgXSquth5Tzx6N1kmNCEqSpXmgbqn8NQI/Z+cUA+/cFKtyXcrzIzL5Am6kyAFiyRXSy5lwOq+ANmeCdg5YcnusmqvyNQcELFvYiqiCdCwaDmLZwlYAgur7aJJujYC2y7YMM3vXTpjNJ5QVXOfKubhn2SXoXDkXyyiMENq965W8uXLQjjkSEqu8jeeMb1BlGC4vFee9HrzgtRxU37PjYTiRb8H6fTRjpinVVfus2RuH0Zur3a52LuEQDLva9YaqFYqywo1Nw/xaToCnzMUpf59+0q0xMjPaLttqz0G7d70AM54n2r3LQzbJCfyHevoQi4iIWqyEacecyeWrDBsepeJuoBrxCnxjx6NwMt/C7PepjfnGjhYMlgjwQni35wje2V/ZD0hZqgugFI7hlStEayg54WpnDYcoXe2rF8/W/D09BcXqxlb27yGtudKdX58I4+Gn3tRliK1PhHF+cxPeICih1slNEIPGPAS0XbYLUnU4A1Dfu26ClcY77d5llU1WnEu9eWHJLfNqSb5X4c+mB+GmfAva79Ma8/ondmNKWZ6FWj8g5e3OCuGmZyg51feLxZtCGrORdiVaYzJjVJLWTWvNZXd+Kl+kYog9kszhiksmQJLIxIXHUzmclqA36HUrpU7aTsms+yv6SLDaeKfduyyyyYpzSTMvLLllPM6gD3r4xo4HweLulfke1Oj6o2FjrKy0tzatMSvp8DX7AZ28KTlldDhZom6WoIs0ZrvKVJVQWzeaNae9RcciIu54+FW0t02sqv65d/NOrF0xx/C4abpspzKDpc7l54xvqPjdbdv3OV7RR4Jd54jGE8hSYMD7XNK3RDBfPKF2BlsnN2Hhpc1wIkPJzZVwrPCNHQ+Cxd2rxvcg33qzg3nEgvRCgfbWpjdmZfxatR8Qx/i+GThdom6m8SRpzOU9ff75inORzRVsEW5GjF4ZRqkFYqEgWieT66NaJzeavjHrebISsZBm5/KEwV5WdsDOc6Q3fyzeS97nkndLBNL7MrkCfv3qfnzh76fi6PFKo3zNptewdsUcWz2BXqiEY4H7Tp8PXeuaxd2bTOdLSo50612z5CLEDCprmlub3phJ8WulAcQzvm8Wbi9RJ0FtTHJPn7bzx3JpEEgDo0avGWoBQZKwuH061j+xu8roWLqAr9eqPCE2GhbRN5BBd09l7lF3Tx/6WsdizOg4ek/w6TptZHw8ck7sgtlcMN7n0lxLBO0xK98XCQfxyu4P8Y2HXqkiEFT+BmCt18UpT7mdcJ9kPsVBY12z8snISk7tdTPQu7Vpjbl1chPe7emv+nu5AcQzvm8U5UKmPhHWnHsxGCgpNJlszGm3sJsYT40YvTS3Y9L7JEHAhl/urgrVdu09jA0W9wdT5h6Vszmvf4IPmzPL+MzmnNgJM7lgvPe4mZYINGNW8g+pyWHlb1jtdfECgzwrfGPHRaC1rlncvU4pPrUxy+GzezfvrBrL2MYE7ll2Cff4vhEohYxc/gxUM84uvLQZX/3R76vKpJ12C7uJ8VRv3bTWHODbaoIFtLlHvNmcWcdnNufE7eC9x+2YFzsIQGnhNg+fFfCNHRdBTUhHw0FM/mgDkrkCMll61lMSnFR8AoCLW8biikuGw2eNo2L4xa/fqXDjlhsE5eEVpRv3pqtbsfGZN7Hj7YNVn+XxHCQhk8kVsGbTa7hh/nQsvkKmZA/h3Z6+Cnr39raJePyFPbYrOTW4hfFUt7JJseZq38Gj1QQLaHOPeLM58xifmZwTr+BvzquUL0eOZUx9jx3zQvsbvPiHrEqN8Aq8/wQ1BJKQLneDlwtN+UBYySfDE5IgYD3hdhINB3HD/Om47rPnavZy0eLouf7yqSc5etSfg3jYAaRMeAgyuQI6t3bhga/NHfpuScKh/nTFe5xSclpwCwGZ1fvPDsFNm3vEgzjODKzIOXEzioEAOrd2qVaZLl/YikBZlSlN/osd80LzG3bwD9WKh08LvrHjIpCEsFVucLsVn57h0LlyruqNXsuNK+dgxOrUydrUDvvCS5uJzfZoO4gfOJzEDx59HUB1roZTSs4rsHL/2SG4aXOPnCKOsyrnxK1IZasZimV07T2MVDaPupBxfi475kXvN+zgH6o1Dx8JvrHjIsRCQcyedjrGnzmyxNNxxmlxAEMVHcqMfd4eAiuz/VluJyxuXK3DXixW8roY7SBersjkips1Sy5C30AWp59cNzVY7RauZb4MPdghuGlzj/QS2q26MZ8KN/VyJNODmq+n0nnUhZzj52KBXfxDteDh04Jv7LgIWiWzJHZZgJ+HQOu2w2OTsNxOrDKUSLwutB3EyyvIKituht67aF6zY+yotc6XQQOrBbeR3CMnbsw8DD4vGcyJmHa/s3jMWX4uFggAFl7ajGLROPmgUdnpdQ+fFlxl7Dz88MN4+eWX8fOf/1z1Pdu2bcOqVauq/v7iiy9i3LhxVg7PcmiVzAJkdlkeHgK9286KBa3Mv8FaLq8FFkOJFG6SBQBtBRkp1Og2hmI331ytgtWCm5bR2qkbM8vves1gjke0meHjkSFmeC9WHaUGh4oiSNxoeuSDp0LiMS1c86S/+MUv8OMf/xgzZ87UfF93dzc+8YlPYN26dRV/Hz16tJXDswVGvRC8PAR6t51ktgAyHy09nCqXN0NmqNVBPBoR8XLXgQovGykZuZyheHH7tFIVnZMMxW69uXoZtIzWTt2YzfyuFw3mQLGIpQtasP6J3VXej6ULWkrJyTyUv90er1Qmr8mNpmWg6cnOcl4wN3vueMBxY+fgwYP49re/jR07duCss87Sff+ePXswZcoUNDU1WT84m2HEC8HTQ6B/29GOh9PC7E3TKkOJRGao10FcEgTs/Ut/RThRLRlZFlAzzxnjGoZiN95cfWjDbuXqVYNZlCQsX9iKVDZfmqt4RKyowmLNZXLC48VioGnJznJeMPlvas/hpZCmGhw3dt5++22EQiFs27YN69evx//8z/9ovr+7uxuXXnqpTaOzF3qbemyTNuGaVb8bj2rHw43A7A3XtKEE4JrLmvE3543FaSOjJRdw30AG45rqcOfG10rvpTGeSMLDqYobM791KrmtawFOKFerDGY7FGagWMSomIizx44ketpYLk5OebxYDbRq2VnNC6b1HF4LaarBccl36aWXUhsvx44dw8GDB7Fz50489thj6O/vR0tLC1atWoWzzz6baRyiC24qiWBAc1OPiIoYVdFMkE9fXL3fDYkBdPf0IRYREQ8HEXSiHe9JhIIi6qP0c3A8W0Aqm8cruw/gjbLDen5zE67/7FTcu2IO0icFQCIiP5v2d4oAVixoRTJbQCoziPpERHP+EhGR65wFTzZqDRIatuqtJe+x+NBeDxYUJOChrV2auXRWrGU0oq0WohHRsLzMFiRVhRnh/BB666E8v7RnfyCj5/Eqoj4aZBw9GaoG2tUtCAUE0OgCWXYOZIboPkhQPgevPWjVGTECx40dI9i7dy+AIRK3u+++G5lMBhs2bMDnP/95PPvss2hsNJdZEggIaGhI8ByqaSxfNAMPbtlVtalXLJqBxlEx23934aXNuHnd7ypcncsXzUCThWPhieN/HcAz26t5it7YcxiSBCy5cjqmnn2aqe8u321G1u14KodjJ7JIpgeRiIUwsi6CEXHjN+X6evIaOLWHnASvOWWB2nqYxQeHjmsq10y+iHFjRnD9TQA4nh3QTPYNGpSXx1M5/GjzTlWFueramZasld560GiL8n1VKGp7MTK5PMafWW9ghMaw6tqZXPb4IUWjWiXKn4P3HuR9RozAU8bOzJkz8eqrr6KhoQGCMGROdnZ2Yu7cuXjyySexZMkSU99bLEoYGEjxHKppqN46pCL6+5O2/q6aq/PBLbssu1XyRqEoaZKNFYoSl3mlXTceN9xgMID6+hgGBtIoFKrzhZzaQ07BTq8BCXrrYRbHkznd13mtZ0FC2X4R0T5nqBhCmewr/93I7w5kCkRPIzAkT/qOZZDP8skLBPitR64g4Y0/92J0fbTEebZoXjO2bd9H7FIeDYuWn69EKIBEKAIAyGcH0W9i3qJhHc9d2XPw2oNWnZH6+hi1t8hTxg5QXXUVi8Uwbtw4HDx4UOUTdFCronAKcVEoxcWlQhHaUXT+v5vKFzVdncls3pVJikpkstozl8nmkdfJuTECrXXjHfMvFIqa+9apPWQn3FQ5pLceRkGTf8Xj95Q5GYvmNeP9/zmGKeMbqkqdn9+xH0vapxv6Xb0Ch1RmEHGRv1HKtB6CgENHM3jpjQNVBh+J82wodybgOj1CQiykHeoufw69PRiNiPjr0UypX6MEaOZl8T4jRuApY+fxxx/HunXr8Nvf/hbx+BBD7YkTJ7B//34sWLDA4dFZCyfKHfVet7uqx8wcuClh16tVLqywcu/W8pwaTUw1M88kY1HmiFLrx6f8Tt5NJt1Q+ZMrSsRGviTOM6+1VDCSpK1Xzfpy1wFseWEPouEgVi++EFtf3GMZMS0r3DAGVRQKBfT19WHEiBGIRqNoa2vD2rVrcdttt+Hmm29GJpPBunXrMHr0aHR0dDg9XMvgtXJHK2B2DtxEm5/K5BENB9HeNrHUDkS+MW/bvq8my8KLglARCjiRHkTfQAbnT2pEwBbaBO/OqRGlZPZ8kIxFIxxRvJtMuqXyJztY0Ax/L26fhpnnjPFsGTZtdasRYlWScciTmJYVrjZ2PvzwQ1x22WW4++670dHRgTPPPBOPPPII7rvvPnzuc5+DJEm4+OKL8eijjyISiTg9XEug56b/8pXnYSDJnxTKTUaC0VBF+c0wERNxY0cLNrigwV0iJhJvzLJrPBGz9jgqb8w0bmcmaIQCxjbW4YxRUcsbcnq91J5GKbGE8tSMRRqOKN5NJt0Uksxkq3NyypHO5NE0wtstFWhpQMwSq8rgRUzLCldJgh/84AcV/x43bhy6u7sr/jZt2jT89Kc/tXNYjkLPTX+gN4k1m3YA4HsDclMXXCOhCtLNcPa003HT1a3I5vKOusYjIZHYwV7+9/KFrUDRmni2cl703M489pBeKODGjvMQZkzVcJNRbhX0lBJLKI/FWOTdZNJNIUm9Xlt6r9cayvdg74lclWGjRqwqgxcxLQu8Gcz2ACRBQCpfRO+JHFL5IiTBnFQ3wqos34DM/pYSsoDqXPm3WLtiDjpX/i2WOUAkRROqANRvhl17e08qWGfLxzK5vKZrPJOzJoWYNC+y21ntFk2zh/T2uF4oIDuofXumgWyUz5hSyajutTwKFqidj2g4iEXzmlEoSqU1giBUrBsgYNnCVkTD1fwwJWPR4O+qvS4rzMa6MOJidQ8xo99nJeQkXhLkJF67wUunsIJkAOsTqzpvHLrKs1Mr4Bl3NtrbifcNiLb3j5WgvX2SboblHcnLq8ucyANwKr+ENC96bme9PUSzx/VCAZlsASMIStYonGq06RaQzkf5vpfXWcubt3rxhRU0EzTGIk2ljpG+S24KSbrJsw24J5cJIHtT3+3pV+VmGiIztYZs0Qh8Y4czeMedjfZ2ArydlEkCbaiCZEyQOpIDzuQBOCXMSfOi73ZW30OSIGDjM29h8scacMWcytLkjdvewpL26RAkydZQgFONNt0A0vkg7XutJFIA+PEtnzSU/0dbqQN4r5gAcI8RzZKzaMWYSYbgtu37sHrxhQgEQDQO3cDJ5hs7nKHbQTxXKFU30CSI0mbDl8PrSZlK0N6ySM/N6sHgiWhY1GSmjYZFS3J2zLmd1cuBY1ER13xqCv79ue6qROv2OROQyRcQCwao+DxOJaPEKpDOB2nf652FfKFoqGGtEdlEc7lwmzdFHpPTRjRrzqIVHiCSIRgPBTWMQ+etndrSii6AXqjiwOEkfvDo64YSRNUauSmJreTP10JSphI0tyzSzZDFg8Eb2cG8JjNtdjCPmAW9Y8y4nfXKgeUxv7mvt7QH5e/60vzpANypvGoVyvNBmlorzgJNpY4MmsuFW7wpbgJt+NvuajaSISgAjhuHavCNHc6gzbHR4yVQbkzlxmqd1IipZ48+pZSI3i3L7R3Jk+l8ib+knJl27wdHse9/jqJxVBS9af40AmbcznrlwCRyNfnvxbKbnK+87EP5+UgRcuusOgt6lTrloDGo7PCmuIG4kBYsOYsyvE6wyQO+scMZtDk2rOEVX4mQoZyX+kTYNXkA8ahY4i+RUZ5I+thzwzQLvF3Pxt3OQ9ASoF17D2N+24Sqv2eyedSFhhWaG0IBpxpYvXlm4QW2ZFaiS7vHzJKzWI5ay+U0Ct/Y4QzaODYPlzJJidhOHGcjaIWMcl7cEkqhTSQFrHE9m3E7G6E+kGHWQ+Cl27bbweLNY4Hr2ZIZiS6dGDNLzmI5WLzYtXA2fWPHAtDEsXm4lJUbMBIWsfHpN7HjT0NNUe0gjrMLLELGLV4w2kRSGW5wPRulPjDrIXBTaa0VcEJZmPXmscDtbMksRJdOMjybzVmUweK5q5Wz6Rs7FqH8Fi0JAvb+pb8iYa8ogakyRytptOvPQ0mjRvOC3Gq98xAybgml0CSSlsNp17MR6gOzHgKn2wRYve+dVBZ2JJGS5m95RwtSyjkFkMoXhyr6IiImf6wB7+zvM5XIbBY0RJdhFe4np3NizOQsAmyeO6fPJk/4xo4NIG1CMSCYrsyhTRo14jXQEsjKTWK3UeS0kOENvUTScjhNI6AnQHP5gqmGiBWl7A4pPsB6Q6SWlAUJWvNXrpgLAPFyturamcTKLauMfBaiSy/kxPD2YteS7PWNHZtAutF/+19frarMebenH/du3ok1Sy5CTOXg0CaN0uYF6Qnk8o61TtxS7RQybk0+dBJaAjQWDAzvU8pxqnkl7VZ8dhgitaQslKCdP6MVfYB1Rj4L0aWbGJ61wNOL7QUDjxbuWJ1TBMobvbIypxxaB4c2aZQ2L0iXCPFkx9qCVH07k99j5S3VLiHj5uRDp8FLgLpJ8VlliJQbzJGwiEXzmrFt+74qIw7wlrJQgnb+jFb0sRj5kiBgIFPAoZ4+xCIioooeXCxEl164mPCGVww8GnhnpDUGloNDmzRKW2qqb70PAgCSWWduqXYIGbcnH9YK7FR8JJQbIlbkSxn1WrlZWeh5OWlv/UYq+liMfJrLCsvlwisXE56oJQPPvSetxsFycGiTRrdt34c7b7gQc84fW+KUCIcCJU4J+pLFIdeubPSoQakceIWE7BAyRm/5vMNdbkmgthp2KT4SlMpw9eLZmu83aoioeT7VvFZOKQuavUtjONDe+vXeN7YpgXuWXcJ0joxcVlguF0Y+69aCDy2QqEtqxcDzjR0HYfbQ0SaNJmIiwmIQj79QXXreOqmx9G89613uWCsbPWooF2q8Q0JWez+MxKa9WorpBuFLo/juvuli1MVCiEfEIc/jyQoe3sqQN8meludT6bVyc/dsWsOB9tavK1/CQdTJIXeLEmnLexLKe8js5YLms6wywomzqjbmpR0tNeF59o0dh2H20NEkjUqCgE4NofXlK8/DQDKHREzUNJ7kjrWJCJ1wsyokZKX3g/aW6tXqGrcYaLSdsnlwROlVfG3bvg+rrp0JoLIi0oghUp4jUihovz8RDTF7MFhAu3dpvZy0Hlc7PLO0PQnLf9eqfc8qI5w4q1pjXn9yzF73PPvGjoehp/z1hNaB3iTWbNqBaDiIO2+4EBe3jMUVl0yoCHeV82sFBTo24vRgAe/s78Oiec04Z3xDRQ8oASDespwG7S3Vi9U1bjLQaBnGjXJEKUFSGOc3N+G262binp8P5c5kcoVSr7J/vuJcZHMFQ3vSaFgsEROH94YDe5527xrxctJ6XK32zBohv7R637PICKfOqhflmlH4xo6HwZpAKOdHtLdNxL//plqxAEOKvrz0nEZopbP5Ur+nihyF5iYsvKwZtz34Uul27ZbwD+3t04ulmE4LMlIegB7DOAuztJrCeGPPYQgArvrbSfj3k33I5IrItvPHotHArdWOsBhv0O5doxU4tB5XKz2zRsgvAWv3PYuMcOqselGuGYVv7HgUPBII5duOnmKRS89pMSIexuZfd1ffyvccRlGqTNR0U/iHxpDzYimmk4KMhnSO1CmbpXdcerCorjD2HMbnPjWlZOzI4zFqiJCUEo+wmJWg3bterMARJAk3drRg/RO7q0hav3TldHxrwytVn7Fq37PICKfOqhflmlF4/wlOQfBIICy/7egrluEqLBojK1+QNCnZleXFbnKT6t0+vagInBJktPuUlPjO0jsumdauGsyX5daYNURISok1LGY1aPeuF0usJUHApmfewpTxDVUkrf/2f/+ET114lm38TVbSirhxzF6Bb+x4EKwJhMr8CH3FMqSMaEkF9UrUScaVV9ykVikCK6svnBJktPtUDApV4R+WkFA0Qqb7l5GIicyJwmpKx2xYzA4Y2btu434qBgJIZfNIpgdRFwshFhERKOsdmB4sYMefDpaaICvx2b85q+LfVu57q2hFZkxpghgMoPdEzrEGrl6Gb+x4EGwJhCG829NXkR+hp1jk0nNaUkGjnbIBb7lJeSsCq6svnBJktPv0eCpX1Sdu2/Z9WL34QgQEEOdFa8yRUFCzyW4kFBzuf2Ty2Y0akG4o+weM7V23cD/lBQHrt3ZVhaeWLmiBSJlLZyV/Ewlm+XgSMRE3drRgA+GsLry0GV/90e8ty3fUGrNb9i8LvKNhfJTAmkDYMqkRU8aPrlYsAWiWntOSChpNFqwVNykJekLCruoLJ27q1DkiERF3PFzdJ+6t93pxztmj8U9XTDNUvRcOCLhmXjOA6ia718xrRjggMO81IwakEWPWDqXiFiOGBsVAoMrQAYbWdf0Tu7F8YSsCxaIh4sJ4KAgJ4MLfpAWzfDyzp52Om65uRTaXr7igrtn0WgUDtxX5jqQxu4W2ghW+seNBsIQl1GLbb73Xi7bzP4LFV0xHKjOoEABD1g4tqaCWIlh4aTPWbHqt4m9ec5PSHn6a99lZfWG3kjNCOjf17NHEJPkZU5ow74JxxkjnJAljRkUx5/yxFXu8byCDMaOi3J572IAsIpPLIxoWEQsFTBuztaJUeCKVzWvm/6WyedSFAoaIC0kd2Fnn2YyRqrY3drx9ELl8scRtk8oX0bm1i/gdVuc76u1fmavNC94e39jxIIyGJZTkauPHjsS27fuwhdCYsHPlXNVcA1pSQUDDkwBg7Yo5nnKHls9ffSKMh5803+m5Or+pdks+nSSdC0gSZkxqrNh/48fUWXJ7r48GMf7MevT3J5HPV+aj0RqzbuJCchP0ks1TmTwy2aGL1k1Xt2LjM29ix9vDeTvKPWTFPJs1Uq3gPeINWq42wP2GuW/seBS0YQmjjQm1Dg4tqaAMNU+CV1zoAJk4jqXTczQcxOSPNpSIFaMR7SMYjYiWJCTaBSdJ59wQrqFVVE5zIfEGr3BcIqbtTU5lBiuU7Y0dLbj+8nORzpI9bbznmcV4sor3iCeM5EK53TD3jR0PQ0+Yqx1EtcaEgP7BqfVGeOUgzR8t/wtJSETDwSqyxUXzmjWTaeX2CcCwUem1Q+sG0jmnQGPMAvbyq1h9LnmG4+IRUfN8lOf/7eo+jA1P7saKBa342BlkT5vaPEfDQbS3TUShKBm6XLAYT17gPTJabOJmw9xrctOHAWgdRBLfDe3B4d0Iz61GEWn+aPlfSEKivW0itr30XoXgViOiU9IDAOVx8hYc6ulDLCIiKgZq0tCsFQSE6rJ6Ga2TmxAQ5Hw4e27vVucF8Q4TBYpFLF1AJgtUng/5d7RIUEnzSLqEAHTzwmKkeoH3yGixCeDe0Ltv7NQwrCrH5FlhZFdSphnlT5o/Wv4XkpAgMVWXE9Etbp9WCm0p2yfIGIqTn9CMk9eCoakFL41ZEKSqsnpgWFkLwlABgB23dzvygqwIx4mShOULW5HK5pFK5xGLBvHK7g+J5wPQrholzTPpEiKPV29eWIzU/7+9O4+J6uz3AP4dYIZdXKpCLi4tfRGFEYYCahUXaozBpcq1rzFqrYrlXi2kWq9LbFVsjbYqKJSKtlajaMt9lRBtNVZvXVO30Yo3SkUUTLGK1w0q28Dw3D8sUwcGGGDmzHD4fhITOecM+c3zzHP4zbMda+17ZMn2Ye5ebcDfvWMvD73XrXyre1huU1/QrM2ukp1t27bh7Nmz2LNnT6PXPH36FJ999hlOnz4NhUKBcePGYcmSJXB1dZUw0vahJcsxW/vwQ6D1K4ykmpTZ2oTKVPmZ+0gAUzeJxobA6jaie6NfDygUQEVlTaOP76j/e1o7MbqpcvnPmIGortGjrML+kon2tmLJxckRP10oNLmz708XCvH+xCDJvr1LMS/IWsNxDrW18FA6wEOpwvPq2ibbR/2hw+b2sWnLc9jamqRaet8ja7QPc/ZqM9U75qJyxMq5g/Gv/8mzi/ZqN8nO3r17sXnzZoSFhTV5XUJCAioqKrBr1y6UlpZixYoVKC8vx+effy5RpPat/sohc5djmvOt0fwdlO1nUmZbEipTN7K6npjYt4Mw721Ty/T/Vv8m0dz8jbK/Jls29/TspsbJLZFopu2/hn4v/QGwl2TCWsmxNXuKFEIgdmIQvsq6ZnKIRMpdi6WYFyTFcJy5Q4OAefvYNFe8TZWLJZJUS81Vs+aXx/oxBr/+Cvq/2tXwnk31jk0c7ofM4w0fMG2ricw2T3aKi4uxatUqXLhwAX379m3y2l9//RUXL17E4cOH4efnBwBYs2YNYmNjsWjRIvTs2VOCiO1X/YZdl1kDpjcLbOkHzVI7KNedl+Lm25aEqrEbWf9XuyL49VfgKESLJt0KhcKs8e+mhsqaGye3RKJZfz6XvayysEZyLEVPkb3sWixFIuKianpCsYvKCahtepJ/c5ofGnzxc2NfzkztY9MUSy7asCYpV/TVf8+uzk4Nesfa0mNmDTZPdq5fvw6lUomDBw8iLS0N9+7da/RarVaL7t27GxIdAIiIiIBCocDly5cRHR0tRch2yVRWX6nTY82O84h9O6iRzQJbxhI7KL/ctSvFzbetCZUlb2Tmjn+3ZNJynaYmRpu6riXzuQD7WGVh6eRYyr1t7GGlmRTzgqqqa5pMRKqqa+Dq2LbPUHNDg/8xSQ3A/C9nligXe6hfqffjefk9P3qua3De3JWrUrF5shMVFYWoqCizri0uLoaPj4/RMZVKhc6dO+P+/fvWCK/daCyrr9Tp8eW/cprcLNBclthB+eUeJSluvpZIqCx5I6ufPDmrGk62NP307Ibj5HWamxht6rrWPL/M1qssLJ0cy21vm+ZIMS+orKLG8Nmtn4hsyNBizftD4NrGz1BzQ4MtfbyNLVc7WZIt9+MxNURv7spVqdg82WmJiooKqFQNG4qzszOqqqra9Lud2vlNrdxEZm10vrIGnTq7tOp3O/71TczD1anpOUDOToYbjROAhCnBKKvS/9WjpIS7s+Nf5/8eU2/0JvPvA6F0UBhd2xrujg5mxywlpaMTOrk4obRSb7Kr9++nZ/8bvDu/SDLrj5MDpsvKnDJtqlwaGypzc1HatJ1Yui4t1Wbq2odjG3sspGBuu2wtNxel4bPb2HlLfIaaeh919dDchoQvx2LtcpGCLe91DjWiwfBl8w+Ylvbe266SHRcXF+h0DW9QVVVVcHNza/XvdXBQoEsX97aEZnNlzXQZerqr2vweu3V2Q/w/NUj9718b/CFN+KcGr3RuuCKusf0uXvZfM8JQ8rwKZRXVcHdVwsvDGZ5ulutBaGnMUnIq1zV5g+rq5WJUFuaWlTnXmSqXxobKTMViC5asS0u3mU6d2s+KUHPaZWu09PPcVk29jy6dXFoci7XKRSq2uteV/9+fDYYvDQ+YVqDBnDhb3HsVQthPH92yZctw7969Rpeef/3118jIyMCpU6cMx3Q6HYKDg7Fp06ZWz9nR62tRWlrRqtfaC70AUvbnNNqwE6YEtzqLdnR0QKdOrigtrYBeXwu9QCPfgOyXPcdcpReN9sQ4OzQMsn59tEX9cnFWOZp+vlAjsdiCperSUm3GkvUhBy39PFvay/VRrtPbNBZbsMW9Ti+A9Oz/RR8fLwT06WIYvswveobunV3xj15dUKl7MZHZTWW5eDp1cjW7R7VdJTtXr17F1KlT8dNPP6FPnz4AgLNnz2LevHk4efJkq1dj6fW1ePKkrNVx2wu9QtHouHNbVpY4OTmgSxd3k9uvk2W0ZPmzteujPW3a11aWaDNsHw3Z8jNUvz460ufZlppqS86OCqu0ka5d3c1Odux6GEuv1+PJkyfw9PSEi4sLgoODERoaioULF2L16tUoLy/HypUrMWnSpA6/7BywnyWQ1HL2sJrDHmOxNrYZ67Cnz5A9xSJnTbcl2/ei2fWMuvv372PYsGE4fPgwAEChUODLL7+Er68vZs2ahQ8//BDDhw/H6tWrbRuoHalr2K94qOBmo225idoTthkiy7DntmRXw1i2IpdhLGthN719YX3YF9aHfWF92B9r1UlLhrHsumeHiIiIqK2Y7BAREZGsMdkhIiIiWWOyQ0RERLLGZIeIiIhkjckOERERyRqTHSIiIpI1JjtEREQka0x2iIiISNa4gzIAIQRqazt8MTTJ0dGBT3S2I6wP+8L6sC+sD/tjjTpxcFBAoTDvuVtMdoiIiEjWOIxFREREssZkh4iIiGSNyQ4RERHJGpMdIiIikjUmO0RERCRrTHaIiIhI1pjsEBERkawx2SEiIiJZY7JDREREssZkh4iIiGSNyQ4RERHJGpMdIiIikjUmO0RERCRrTHbI4NmzZ1i5ciWGDx+O0NBQTJs2DVqt1nD+3LlziImJQXBwMMaOHYsff/zRhtF2LAUFBdBoNMjKyjIcy83NxYwZMxASEoKoqCjs3r3bhhF2DNnZ2YiOjoZarca4ceNw5MgRw7mioiLExcUhNDQUw4YNw+bNm6HX620YrbzV1NRgy5YtGDVqFDQaDaZPn46rV68azrN9SGfbtm2YOXOm0bHmyr+2thYpKSmIjIxESEgI5s2bh99//916QQqiv8yePVuMHz9eXLp0Sdy5c0ckJiaKgQMHitu3b4v8/HyhVqtFUlKSyM/PF998840YMGCA+OWXX2wdtuzpdDoRExMj/P39xYEDB4QQQjx58kQMGjRILF++XOTn54v9+/cLtVot9u/fb+No5Ss7O1sMGDBAZGRkiLt374qvvvpKBAQEiCtXrgidTifGjBkj3n//fXHz5k1x7NgxERERIbZs2WLrsGUrJSVFDB06VJw5c0YUFhaKFStWiDfeeEMUFxezfUgoIyNDBAQEiBkzZhiOmVP+qampYtCgQeLEiRMiNzdXzJkzR4wZM0ZUVVVZJU4mOySEEKKwsFD4+/sLrVZrOFZbWytGjx4tNm/eLD755BMxZcoUo9csWrRIzJkzR+pQO5xNmzaJd9991yjZSU9PF8OGDRPV1dVG140ZM8ZWYcpabW2tGDVqlFi/fr3R8Tlz5oj09HRx6NAhERQUJJ49e2Y49/3334vQ0FCr3bw7uokTJ4p169YZfv7zzz+Fv7+/OHr0KNuHBB48eCDi4uJESEiIGDt2rFGy01z5V1VVCY1GI/bu3Ws4X1JSIgYOHCgOHTpklXg5jEUAgC5dumD79u1Qq9WGYwqFAgqFAqWlpdBqtRgyZIjRawYPHozLly9DCCF1uB3GpUuXkJmZifXr1xsd12q1iIiIgJOTk+HY4MGDUVhYiEePHkkdpuwVFBTg3r17mDBhgtHxHTt2IC4uDlqtFoGBgfDy8jKcGzx4MJ4/f47c3Fypw+0QunXrhhMnTqCoqAh6vR6ZmZlQqVQICAhg+5DA9evXoVQqcfDgQQQHBxuda678f/vtN5SVlRn9TenUqRMGDBiAS5cuWSVeJjsE4MUHbcSIEVCpVIZjR48exd27dxEZGYkHDx7A29vb6DU9evRARUUFnj59KnW4HUJpaSmWLFmCjz/+GD4+PkbnGqsPALh//75kMXYUBQUFAIDy8nLMnTsXQ4YMwTvvvIOff/4ZAOvDFlasWAGlUom33noLarUaycnJSElJQe/evVkfEoiKikJqaip69erV4Fxz5f/gwQMAaHBf69Gjh+GcpTHZIZOuXLmC5cuXY8yYMRg5ciQqKyuNEiEAhp91Op0tQpS91atXQ6PRNOhNAGCyPpydnQEAVVVVksTXkTx//hwAsHTpUowfPx7ffvsthg4divnz5+PcuXOsDxvIz8+Hp6cn0tLSkJmZiZiYGCxevBi5ubmsDxtrrvwrKioAwOQ11qofp+YvoY7m+PHjWLx4MUJDQ7Fx40YALz6E9ZOaup9dXV0lj1HusrOzodVqcejQIZPnXVxcGtRH3U3Czc3N6vF1NEqlEgAwd+5cTJ48GQDQv39/3LhxAzt37mR9SOz+/fv46KOPsGvXLoSFhQEA1Go18vPzkZqayvqwsebK38XFBcCLvyF1/6+7xlp/T9izQ0YyMjIQHx+PUaNGIT093ZCN+/j44OHDh0bXPnz4EG5ubvD09LRFqLJ24MABPH78GCNHjoRGo4FGowEArFq1CrGxsfD29jZZHwDQs2dPyeOVu7oy9ff3Nzr++uuvo6ioiPUhsZycHFRXVxvNMQSA4OBg3L17l/VhY82Vf93wlalrrFU/THbIYN++ffj0008xffp0JCUlGXUxhoWF4eLFi0bXnz9/HqGhoXBw4MfI0jZu3IjDhw8jOzvb8A8AEhISsHbtWoSHh+Py5ctG+7icP38er776Krp162ajqOUrMDAQ7u7uyMnJMTqel5eH3r17Izw8HDdu3DAMdwEv6sPd3R0BAQFShyt7dfNBbt68aXQ8Ly8Pffv2ZfuwsebKPyAgAB4eHrhw4YLhfGlpKW7cuIHw8HDrBGWVNV7U7ty5c0cEBgaKBQsWiIcPHxr9Ky0tFXl5eSIwMFBs2LBB5Ofnix07dnCfHYm9vPT80aNHIjw8XCxdulTcunVLHDhwQKjVapGVlWXjKOUrLS1NaDQacejQIaN9ds6fPy8qKyvF6NGjxdy5c0Vubq5hn53U1FRbhy1Ler1eTJs2TYwdO1acO3dOFBQUiOTkZNG/f39x9epVtg+JLV261GjpuTnln5SUJCIiIsTx48eN9tnR6XRWiVEhBNcNE5Ceno7k5GST5yZPnoz169fj9OnT2LBhAwoLC+Hr64v4+HhER0dLHGnH1a9fP6xbtw4xMTEAgGvXrmHt2rW4ceMGunfvjjlz5mDGjBk2jlLedu7ciYyMDBQXF8PPzw/x8fEYPXo0AODu3btITEyEVquFl5cXpkyZgvj4ePZ8WklJSQk2b96MkydPoqSkBP7+/li0aBEiIiIAsH1IadmyZbh37x727NljONZc+ev1eiQlJSErKwuVlZUIDw/HypUr4evra5UYmewQERGRrPErBxEREckakx0iIiKSNSY7REREJGtMdoiIiEjWmOwQERGRrDHZISIiIlljskNERESyxmSHiOzSzJkz0a9fP6N/QUFBGDlyJBITE1FSUtLoa4uKitCvXz9kZWVJGDER2Ss+9ZyI7NaAAQOwatUqw8/V1dW4fv06kpKSkJubi++++w4KhaLB63r06IHMzEz07t1bynCJyE4x2SEiu+Xh4YGQkBCjY+Hh4SgrK0NKSgpycnIanAcAlUpl8jgRdUwcxiKidicoKAgA8Mcff2DmzJlYvHgxEhISEBISgtmzZ5scxrpz5w4++OADREREIDw8HHFxcbh9+7bhfFVVFb744guMGDECQUFBmDBhAg4fPiz5eyMiy2PPDhG1OwUFBQCAXr16AQCOHDmCiRMnYuvWraitrW1wfXFxMaZOnYqePXti9erVcHNzQ2pqKmbNmoUffvgBXl5eWLBgAa5cuYKEhAT4+fnh2LFjWLhwIXQ6HSZNmiTl2yMiC2OyQ0R2SwiBmpoaw88lJSW4ePEitm7dCo1GY+jhUSqVSExMhEqlAvBigvLLdu3aBZ1Oh507d6J79+4AgICAAEybNg05OTlwcnLCmTNnkJycjOjoaABAZGQkKioqsHHjRowfPx5OTrxdErVXbL1EZLcuXbqEwMBAo2MODg548803sWbNGsPk5Ndee82Q6Jhy+fJlhISEGBIdAPD29saJEycAABs3boRCocCIESOMkquoqCgcPHgQt27dQv/+/S351ohIQkx2iMhuBQYGIjExEQCgUCjg7OwMHx8feHh4GF3n7u7e5O959uwZfH19mzwvhEBoaKjJ8w8fPmSyQ9SOMdkhIrvl7u4OtVrd5t/j6emJJ0+eNDh+7tw5+Pr6wtPTE25ubti9e7fJ1/fp06fNMRCR7XA1FhHJXlhYGHJycowSnsePHyM2NhanTp1CREQEysvLIYSAWq02/MvLy0NaWprR0BYRtT/s2SEi2XvvvfeQnZ2N2NhYxMXFQalUYuvWrfD29saECRPg6emJ8PBwzJ8/H/Pnz4efnx+uXbuGlJQUREZGomvXrrZ+C0TUBkx2iEj2fHx8sG/fPmzYsAHLli2DSqXCoEGDkJycDC8vLwDA9u3bsWXLFmzbtg2PHz9Gz549MXv2bCxYsMDG0RNRWymEEMLWQRARERFZC+fsEBERkawx2SEiIiJZY7JDREREssZkh4iIiGSNyQ4RERHJGpMdIiIikjUmO0RERCRrTHaIiIhI1pjsEBERkawx2SEiIiJZY7JDREREssZkh4iIiGTt/wGdyHyRe2aWqwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=df_data,x=\"Price\",y=\"Rating\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
